In [11]:
# Iterate through the first two elements of labels and images
for label, image in zip(labels[0:2], images[0:2]):
print(label)
plt.imshow(image)
plt.show()
Cat
Cat
#Necessary libraries for modelling
!pip install --upgrade tensorflow
!pip install --upgrade keras
!pip install Pillow
!pip install seaborn
Requirement already up-to-date: tensorflow in /usr/local/lib/python3.8/dist-packages (2.13.1) Requirement already satisfied, skipping upgrade: tensorboard<2.14,>=2.13 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (2.13.0) Requirement already satisfied, skipping upgrade: opt-einsum>=2.3.2 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (3.3.0) Requirement already satisfied, skipping upgrade: termcolor>=1.1.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (2.1.0) Requirement already satisfied, skipping upgrade: packaging in /usr/local/lib/python3.8/dist-packages (from tensorflow) (21.3) Requirement already satisfied, skipping upgrade: absl-py>=1.0.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (1.3.0) Requirement already satisfied, skipping upgrade: numpy<=1.24.3,>=1.22 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (1.23.4) Requirement already satisfied, skipping upgrade: six>=1.12.0 in /usr/lib/python3/dist-packages (from tensorflow) (1.14.0) Requirement already satisfied, skipping upgrade: tensorflow-io-gcs-filesystem>=0.23.1; platform_machine != "arm64" or platform_system != "Darwin" in /usr/local/lib/python3.8/dist-packages (from tensorflow) (0.27.0) Requirement already satisfied, skipping upgrade: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (4.24.4) Requirement already satisfied, skipping upgrade: gast<=0.4.0,>=0.2.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (0.4.0) Requirement already satisfied, skipping upgrade: setuptools in /usr/local/lib/python3.8/dist-packages (from tensorflow) (65.5.1) Requirement already satisfied, skipping upgrade: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (1.50.0) Requirement already satisfied, skipping upgrade: google-pasta>=0.1.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (0.2.0) Requirement already satisfied, skipping upgrade: flatbuffers>=23.1.21 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (23.5.26) Requirement already satisfied, skipping upgrade: typing-extensions<4.6.0,>=3.6.6 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (4.4.0) Requirement already satisfied, skipping upgrade: wrapt>=1.11.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (1.14.1) Requirement already satisfied, skipping upgrade: libclang>=13.0.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (14.0.6) Requirement already satisfied, skipping upgrade: astunparse>=1.6.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (1.6.3) Requirement already satisfied, skipping upgrade: tensorflow-estimator<2.14,>=2.13.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (2.13.0) Requirement already satisfied, skipping upgrade: keras<2.14,>=2.13.1 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (2.13.1) Requirement already satisfied, skipping upgrade: h5py>=2.9.0 in /usr/local/lib/python3.8/dist-packages (from tensorflow) (3.7.0) Requirement already satisfied, skipping upgrade: markdown>=2.6.8 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (3.4.1) Requirement already satisfied, skipping upgrade: google-auth<3,>=1.6.3 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (2.14.1) Requirement already satisfied, skipping upgrade: werkzeug>=1.0.1 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (2.2.2) Requirement already satisfied, skipping upgrade: requests<3,>=2.21.0 in /usr/lib/python3/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (2.22.0) Requirement already satisfied, skipping upgrade: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (0.7.2) Requirement already satisfied, skipping upgrade: wheel>=0.26 in /usr/lib/python3/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (0.34.2) Requirement already satisfied, skipping upgrade: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.8/dist-packages (from tensorboard<2.14,>=2.13->tensorflow) (1.0.0) Requirement already satisfied, skipping upgrade: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.8/dist-packages (from packaging->tensorflow) (3.0.9) Requirement already satisfied, skipping upgrade: importlib-metadata>=4.4; python_version < "3.10" in /usr/local/lib/python3.8/dist-packages (from markdown>=2.6.8->tensorboard<2.14,>=2.13->tensorflow) (5.0.0) Requirement already satisfied, skipping upgrade: rsa<5,>=3.1.4; python_version >= "3.6" in /usr/local/lib/python3.8/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow) (4.9) Requirement already satisfied, skipping upgrade: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.8/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow) (0.2.8) Requirement already satisfied, skipping upgrade: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.8/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow) (5.2.0) Requirement already satisfied, skipping upgrade: MarkupSafe>=2.1.1 in /usr/local/lib/python3.8/dist-packages (from werkzeug>=1.0.1->tensorboard<2.14,>=2.13->tensorflow) (2.1.1) Requirement already satisfied, skipping upgrade: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.8/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow) (1.3.1) Requirement already satisfied, skipping upgrade: zipp>=0.5 in /usr/local/lib/python3.8/dist-packages (from importlib-metadata>=4.4; python_version < "3.10"->markdown>=2.6.8->tensorboard<2.14,>=2.13->tensorflow) (3.10.0) Requirement already satisfied, skipping upgrade: pyasn1>=0.1.3 in /usr/local/lib/python3.8/dist-packages (from rsa<5,>=3.1.4; python_version >= "3.6"->google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow) (0.4.8) Requirement already satisfied, skipping upgrade: oauthlib>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow) (3.2.2) WARNING: You are using pip version 20.2.4; however, version 23.3.1 is available. You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command. Requirement already up-to-date: keras in /usr/local/lib/python3.8/dist-packages (2.13.1) WARNING: You are using pip version 20.2.4; however, version 23.3.1 is available. You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command. Requirement already satisfied: Pillow in /usr/local/lib/python3.8/dist-packages (9.3.0) WARNING: You are using pip version 20.2.4; however, version 23.3.1 is available. You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command. Requirement already satisfied: seaborn in /usr/local/lib/python3.8/dist-packages (0.13.0) Requirement already satisfied: matplotlib!=3.6.1,>=3.3 in /usr/local/lib/python3.8/dist-packages (from seaborn) (3.6.2) Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.8/dist-packages (from seaborn) (1.23.4) Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.8/dist-packages (from seaborn) (2.0.3) Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.0.6) Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (4.38.0) Requirement already satisfied: pyparsing>=2.2.1 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (3.0.9) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (0.11.0) Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (9.3.0) Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (21.3) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (1.4.4) Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.8/dist-packages (from matplotlib!=3.6.1,>=3.3->seaborn) (2.8.2) Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.8/dist-packages (from pandas>=1.2->seaborn) (2023.3) Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.8/dist-packages (from pandas>=1.2->seaborn) (2023.3.post1) Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.3->seaborn) (1.14.0) WARNING: You are using pip version 20.2.4; however, version 23.3.1 is available. You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.
!pip install --upgrade scikit-learn
Requirement already up-to-date: scikit-learn in /usr/local/lib/python3.8/dist-packages (1.3.2)
Requirement already satisfied, skipping upgrade: joblib>=1.1.1 in /usr/local/lib/python3.8/dist-packages (from scikit-learn) (1.3.2)
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Requirement already satisfied, skipping upgrade: scipy>=1.5.0 in /usr/local/lib/python3.8/dist-packages (from scikit-learn) (1.10.1)
Requirement already satisfied, skipping upgrade: numpy<2.0,>=1.17.3 in /usr/local/lib/python3.8/dist-packages (from scikit-learn) (1.23.4)
WARNING: You are using pip version 20.2.4; however, version 23.3.1 is available.
You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.
import pandas as pd
import os
# Get the current working directory
current_directory = os.getcwd()
# Print the current directory
print("Current Directory:", current_directory)
Current Directory: /tf/trailanderror/CatvsDog
import os
import zipfile
def unzip_nested_zip(zip_file_path, output_folder):
# Create the output folder if it doesn't exist
os.makedirs(output_folder, exist_ok=True)
# Extract the zip file
with zipfile.ZipFile(zip_file_path, 'r') as zip_ref:
zip_ref.extractall(output_folder)
print(f"Unzipped '{zip_file_path}' to '{output_folder}'.")
# Check for nested zip files and unzip them recursively
extracted_files = os.listdir(output_folder)
for extracted_file in extracted_files:
extracted_file_path = os.path.join(output_folder, extracted_file)
if extracted_file_path.endswith('.zip') and zipfile.is_zipfile(extracted_file_path):
# Recursive call to handle nested zip files
unzip_nested_zip(extracted_file_path, os.path.splitext(extracted_file_path)[0])
# Specify the path to the initial zip folder
initial_zip_folder_path = "/tf/trailanderror/CatvsDog/Cat vs Dog.zip"
# Specify the output folder where contents will be extracted
output_folder = "/tf/trailanderror/CatvsDog"
# Call the function to recursively unzip folders within folders and nested zip files
unzip_nested_zip(initial_zip_folder_path, output_folder)
Unzipped '/tf/trailanderror/CatvsDog/Cat vs Dog.zip' to '/tf/trailanderror/CatvsDog'. Unzipped '/tf/trailanderror/CatvsDog/Cat vs Dog.zip' to '/tf/trailanderror/CatvsDog/Cat vs Dog'.
from PIL import Image
images = []
labels = []
master_data_path="/tf/trailanderror/CatvsDog"
def load_images_from_folder(folder_path, label):
for filename in os.listdir(folder_path):
file_path = os.path.join(folder_path, filename)
if os.path.isdir(file_path):
# If the item is a directory, recursively load images from it
load_images_from_folder(file_path, filename)
elif filename.lower().endswith(('png', 'jpg', 'jpeg')):
# If the item is an image file, load it and add it to the images list
try:
img = Image.open(file_path)
images.append(img)
labels.append(label)
except Exception as e:
print(f'Error loading image {file_path}: {str(e)}')
else:
print(f'Skipping non-image file: {file_path}')
# Iterate through folders in the master folder
for folder_name in os.listdir(master_data_path):
folder_path = os.path.join(master_data_path, folder_name)
if os.path.isdir(folder_path):
# Load images and labels from the current folder
load_images_from_folder(folder_path, folder_name)
print(f'Images loaded: {len(images)}')
print(f'Labels loaded: {len(labels)}')
Skipping non-image file: /tf/trailanderror/CatvsDog/.ipynb_checkpoints/Cat vs Dog-checkpoint.ipynb Skipping non-image file: /tf/trailanderror/CatvsDog/Cat vs Dog/readme[1].txt Skipping non-image file: /tf/trailanderror/CatvsDog/Cat vs Dog/MSR-LA - 3467.docx Skipping non-image file: /tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Cat/Thumbs.db Error loading image /tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Cat/666.jpg: cannot identify image file '/tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Cat/666.jpg'
/usr/local/lib/python3.8/dist-packages/PIL/TiffImagePlugin.py:850: UserWarning: Truncated File Read warnings.warn(str(msg))
Skipping non-image file: /tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Dog/Thumbs.db Error loading image /tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Dog/11702.jpg: cannot identify image file '/tf/trailanderror/CatvsDog/Cat vs Dog/PetImages/Dog/11702.jpg' Skipping non-image file: /tf/trailanderror/CatvsDog/PetImages/Cat/Thumbs.db Error loading image /tf/trailanderror/CatvsDog/PetImages/Cat/666.jpg: cannot identify image file '/tf/trailanderror/CatvsDog/PetImages/Cat/666.jpg' Skipping non-image file: /tf/trailanderror/CatvsDog/PetImages/Dog/Thumbs.db Error loading image /tf/trailanderror/CatvsDog/PetImages/Dog/11702.jpg: cannot identify image file '/tf/trailanderror/CatvsDog/PetImages/Dog/11702.jpg' Images loaded: 49996 Labels loaded: 49996
import matplotlib.pyplot as plt
# Iterate through the first two elements of labels and images
for label, image in zip(labels[0:2], images[0:2]):
print(label)
plt.imshow(image)
plt.show()
Cat
Cat
unique_labels = list(set(labels))
print(unique_labels)
['Cat', 'Dog']
Dimensions = []
for idx, img in enumerate(images):
width, height = img.size
current_dimension = (width, height)
Dimensions.append(current_dimension)
unique_dimension_count = len(list(set(Dimensions)))
print(f'we have images with {unique_dimension_count} various dimensions')
we have images with 7512 various dimensions
import numpy as np
# Convert PIL images to numpy arrays
numpy_images = [np.array(image) for image in images]
# Resize and convert images to RGB format if necessary
target_size = (224, 224)
reshaped_images = []
for idx, image in enumerate(numpy_images):
pil_image = Image.fromarray(image)
pil_image = pil_image.resize(target_size)
# Convert to RGB if image is grayscale
if pil_image.mode != 'RGB':
pil_image = pil_image.convert('RGB')
reshaped_images.append(np.array(pil_image))
# Shape of reshaped images
for idx, img in enumerate(reshaped_images):
print(f'Image {idx+1} shape after resizing {img.shape}')
Image 1 shape after resizing (224, 224, 3) Image 2 shape after resizing (224, 224, 3) Image 3 shape after resizing (224, 224, 3) Image 4 shape after resizing (224, 224, 3) Image 5 shape after resizing (224, 224, 3) Image 6 shape after resizing (224, 224, 3) Image 7 shape after resizing (224, 224, 3) Image 8 shape after resizing (224, 224, 3) Image 9 shape after resizing (224, 224, 3) Image 10 shape after resizing (224, 224, 3) Image 11 shape after resizing (224, 224, 3) Image 12 shape after resizing (224, 224, 3) Image 13 shape after resizing (224, 224, 3) Image 14 shape after resizing (224, 224, 3) Image 15 shape after resizing (224, 224, 3) Image 16 shape after resizing (224, 224, 3) Image 17 shape after resizing (224, 224, 3) Image 18 shape after resizing (224, 224, 3) Image 19 shape after resizing (224, 224, 3) Image 20 shape after resizing (224, 224, 3) Image 21 shape after resizing (224, 224, 3) Image 22 shape after resizing (224, 224, 3) Image 23 shape after resizing (224, 224, 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3) Image 292 shape after resizing (224, 224, 3) Image 293 shape after resizing (224, 224, 3) Image 294 shape after resizing (224, 224, 3) Image 295 shape after resizing (224, 224, 3) Image 296 shape after resizing (224, 224, 3) Image 297 shape after resizing (224, 224, 3) Image 298 shape after resizing (224, 224, 3) Image 299 shape after resizing (224, 224, 3) Image 300 shape after resizing (224, 224, 3) Image 301 shape after resizing (224, 224, 3) Image 302 shape after resizing (224, 224, 3) Image 303 shape after resizing (224, 224, 3) Image 304 shape after resizing (224, 224, 3) Image 305 shape after resizing (224, 224, 3) Image 306 shape after resizing (224, 224, 3) Image 307 shape after resizing (224, 224, 3) Image 308 shape after resizing (224, 224, 3) Image 309 shape after resizing (224, 224, 3) Image 310 shape after resizing (224, 224, 3) Image 311 shape after resizing (224, 224, 3) Image 312 shape after resizing (224, 224, 3) Image 313 shape after resizing (224, 224, 3) Image 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3) Image 403 shape after resizing (224, 224, 3) Image 404 shape after resizing (224, 224, 3) Image 405 shape after resizing (224, 224, 3) Image 406 shape after resizing (224, 224, 3) Image 407 shape after resizing (224, 224, 3) Image 408 shape after resizing (224, 224, 3) Image 409 shape after resizing (224, 224, 3) Image 410 shape after resizing (224, 224, 3) Image 411 shape after resizing (224, 224, 3) Image 412 shape after resizing (224, 224, 3) Image 413 shape after resizing (224, 224, 3) Image 414 shape after resizing (224, 224, 3) Image 415 shape after resizing (224, 224, 3) Image 416 shape after resizing (224, 224, 3) Image 417 shape after resizing (224, 224, 3) Image 418 shape after resizing (224, 224, 3) Image 419 shape after resizing (224, 224, 3) Image 420 shape after resizing (224, 224, 3) Image 421 shape after resizing (224, 224, 3) Image 422 shape after resizing (224, 224, 3) Image 423 shape after resizing (224, 224, 3) Image 424 shape after resizing (224, 224, 3) Image 425 shape after resizing (224, 224, 3) Image 426 shape after resizing (224, 224, 3) Image 427 shape after resizing (224, 224, 3) Image 428 shape after resizing (224, 224, 3) Image 429 shape after resizing (224, 224, 3) Image 430 shape after resizing (224, 224, 3) Image 431 shape after resizing (224, 224, 3) Image 432 shape after resizing (224, 224, 3) Image 433 shape after resizing (224, 224, 3) Image 434 shape after resizing (224, 224, 3) Image 435 shape after resizing (224, 224, 3) Image 436 shape after resizing (224, 224, 3) Image 437 shape after resizing (224, 224, 3) Image 438 shape after resizing (224, 224, 3) Image 439 shape after resizing (224, 224, 3) Image 440 shape after resizing (224, 224, 3) Image 441 shape after resizing (224, 224, 3) Image 442 shape after resizing (224, 224, 3) Image 443 shape after resizing (224, 224, 3) Image 444 shape after resizing (224, 224, 3) Image 445 shape after resizing (224, 224, 3) Image 446 shape after resizing (224, 224, 3) Image 447 shape 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536 shape after resizing (224, 224, 3) Image 537 shape after resizing (224, 224, 3) Image 538 shape after resizing (224, 224, 3) Image 539 shape after resizing (224, 224, 3) Image 540 shape after resizing (224, 224, 3) Image 541 shape after resizing (224, 224, 3) Image 542 shape after resizing (224, 224, 3) Image 543 shape after resizing (224, 224, 3) Image 544 shape after resizing (224, 224, 3) Image 545 shape after resizing (224, 224, 3) Image 546 shape after resizing (224, 224, 3) Image 547 shape after resizing (224, 224, 3) Image 548 shape after resizing (224, 224, 3) Image 549 shape after resizing (224, 224, 3) Image 550 shape after resizing (224, 224, 3) Image 551 shape after resizing (224, 224, 3) Image 552 shape after resizing (224, 224, 3) Image 553 shape after resizing (224, 224, 3) Image 554 shape after resizing (224, 224, 3) Image 555 shape after resizing (224, 224, 3) Image 556 shape after resizing (224, 224, 3) Image 557 shape after resizing (224, 224, 3) Image 558 shape 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3) Image 847 shape after resizing (224, 224, 3) Image 848 shape after resizing (224, 224, 3) Image 849 shape after resizing (224, 224, 3) Image 850 shape after resizing (224, 224, 3) Image 851 shape after resizing (224, 224, 3) Image 852 shape after resizing (224, 224, 3) Image 853 shape after resizing (224, 224, 3) Image 854 shape after resizing (224, 224, 3) Image 855 shape after resizing (224, 224, 3) Image 856 shape after resizing (224, 224, 3) Image 857 shape after resizing (224, 224, 3) Image 858 shape after resizing (224, 224, 3) Image 859 shape after resizing (224, 224, 3) Image 860 shape after resizing (224, 224, 3) Image 861 shape after resizing (224, 224, 3) Image 862 shape after resizing (224, 224, 3) Image 863 shape after resizing (224, 224, 3) Image 864 shape after resizing (224, 224, 3) Image 865 shape after resizing (224, 224, 3) Image 866 shape after resizing (224, 224, 3) Image 867 shape after resizing (224, 224, 3) Image 868 shape after resizing (224, 224, 3) Image 869 shape after resizing (224, 224, 3) Image 870 shape after resizing (224, 224, 3) Image 871 shape after resizing (224, 224, 3) Image 872 shape after resizing (224, 224, 3) Image 873 shape after resizing (224, 224, 3) Image 874 shape after resizing (224, 224, 3) Image 875 shape after resizing (224, 224, 3) Image 876 shape after resizing (224, 224, 3) Image 877 shape after resizing (224, 224, 3) Image 878 shape after resizing (224, 224, 3) Image 879 shape after resizing (224, 224, 3) Image 880 shape after resizing (224, 224, 3) Image 881 shape after resizing (224, 224, 3) Image 882 shape after resizing (224, 224, 3) Image 883 shape after resizing (224, 224, 3) Image 884 shape after resizing (224, 224, 3) Image 885 shape after resizing (224, 224, 3) Image 886 shape after resizing (224, 224, 3) Image 887 shape after resizing (224, 224, 3) Image 888 shape after resizing (224, 224, 3) Image 889 shape after resizing (224, 224, 3) Image 890 shape after resizing (224, 224, 3) Image 891 shape after resizing (224, 224, 3) Image 892 shape after resizing (224, 224, 3) Image 893 shape after resizing (224, 224, 3) Image 894 shape after resizing (224, 224, 3) Image 895 shape after resizing (224, 224, 3) Image 896 shape after resizing (224, 224, 3) Image 897 shape after resizing (224, 224, 3) Image 898 shape after resizing (224, 224, 3) Image 899 shape after resizing (224, 224, 3) Image 900 shape after resizing (224, 224, 3) Image 901 shape after resizing (224, 224, 3) Image 902 shape after resizing (224, 224, 3) Image 903 shape after resizing (224, 224, 3) Image 904 shape after resizing (224, 224, 3) Image 905 shape after resizing (224, 224, 3) Image 906 shape after resizing (224, 224, 3) Image 907 shape after resizing (224, 224, 3) Image 908 shape after resizing (224, 224, 3) Image 909 shape after resizing (224, 224, 3) Image 910 shape after resizing (224, 224, 3) Image 911 shape after resizing (224, 224, 3) Image 912 shape after resizing (224, 224, 3) Image 913 shape after 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3) Image 958 shape after resizing (224, 224, 3) Image 959 shape after resizing (224, 224, 3) Image 960 shape after resizing (224, 224, 3) Image 961 shape after resizing (224, 224, 3) Image 962 shape after resizing (224, 224, 3) Image 963 shape after resizing (224, 224, 3) Image 964 shape after resizing (224, 224, 3) Image 965 shape after resizing (224, 224, 3) Image 966 shape after resizing (224, 224, 3) Image 967 shape after resizing (224, 224, 3) Image 968 shape after resizing (224, 224, 3) Image 969 shape after resizing (224, 224, 3) Image 970 shape after resizing (224, 224, 3) Image 971 shape after resizing (224, 224, 3) Image 972 shape after resizing (224, 224, 3) Image 973 shape after resizing (224, 224, 3) Image 974 shape after resizing (224, 224, 3) Image 975 shape after resizing (224, 224, 3) Image 976 shape after resizing (224, 224, 3) Image 977 shape after resizing (224, 224, 3) Image 978 shape after resizing (224, 224, 3) Image 979 shape after resizing (224, 224, 3) Image 980 shape after resizing (224, 224, 3) Image 981 shape after resizing (224, 224, 3) Image 982 shape after resizing (224, 224, 3) Image 983 shape after resizing (224, 224, 3) Image 984 shape after resizing (224, 224, 3) Image 985 shape after resizing (224, 224, 3) Image 986 shape after resizing (224, 224, 3) Image 987 shape after resizing (224, 224, 3) Image 988 shape after resizing (224, 224, 3) Image 989 shape after resizing (224, 224, 3) Image 990 shape after resizing (224, 224, 3) Image 991 shape after resizing (224, 224, 3) Image 992 shape after resizing (224, 224, 3) Image 993 shape after resizing (224, 224, 3) Image 994 shape after resizing (224, 224, 3) Image 995 shape after resizing (224, 224, 3) Image 996 shape after resizing (224, 224, 3) Image 997 shape after resizing (224, 224, 3) Image 998 shape after resizing (224, 224, 3) Image 999 shape after resizing (224, 224, 3) Image 1000 shape after resizing (224, 224, 3) Image 1001 shape after resizing (224, 224, 3) Image 1002 shape after resizing (224, 224, 3) Image 1003 shape after resizing (224, 224, 3) Image 1004 shape after resizing (224, 224, 3) Image 1005 shape after resizing (224, 224, 3) Image 1006 shape after resizing (224, 224, 3) Image 1007 shape after resizing (224, 224, 3) Image 1008 shape after resizing (224, 224, 3) Image 1009 shape after resizing (224, 224, 3) Image 1010 shape after resizing (224, 224, 3) Image 1011 shape after resizing (224, 224, 3) Image 1012 shape after resizing (224, 224, 3) Image 1013 shape after resizing (224, 224, 3) Image 1014 shape after resizing (224, 224, 3) Image 1015 shape after resizing (224, 224, 3) Image 1016 shape after resizing (224, 224, 3) Image 1017 shape after resizing (224, 224, 3) Image 1018 shape after resizing (224, 224, 3) Image 1019 shape after resizing (224, 224, 3) Image 1020 shape after resizing (224, 224, 3) Image 1021 shape after resizing (224, 224, 3) Image 1022 shape after resizing (224, 224, 3) Image 1023 shape after resizing (224, 224, 3) 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after resizing (224, 224, 3) Image 1068 shape after resizing (224, 224, 3) Image 1069 shape after resizing (224, 224, 3) Image 1070 shape after resizing (224, 224, 3) Image 1071 shape after resizing (224, 224, 3) Image 1072 shape after resizing (224, 224, 3) Image 1073 shape after resizing (224, 224, 3) Image 1074 shape after resizing (224, 224, 3) Image 1075 shape after resizing (224, 224, 3) Image 1076 shape after resizing (224, 224, 3) Image 1077 shape after resizing (224, 224, 3) Image 1078 shape after resizing (224, 224, 3) Image 1079 shape after resizing (224, 224, 3) Image 1080 shape after resizing (224, 224, 3) Image 1081 shape after resizing (224, 224, 3) Image 1082 shape after resizing (224, 224, 3) Image 1083 shape after resizing (224, 224, 3) Image 1084 shape after resizing (224, 224, 3) Image 1085 shape after resizing (224, 224, 3) Image 1086 shape after resizing (224, 224, 3) Image 1087 shape after resizing (224, 224, 3) Image 1088 shape after resizing (224, 224, 3) Image 1089 shape after resizing (224, 224, 3) Image 1090 shape after resizing (224, 224, 3) Image 1091 shape after resizing (224, 224, 3) Image 1092 shape after resizing (224, 224, 3) Image 1093 shape after resizing (224, 224, 3) Image 1094 shape after resizing (224, 224, 3) Image 1095 shape after resizing (224, 224, 3) Image 1096 shape after resizing (224, 224, 3) Image 1097 shape after resizing (224, 224, 3) Image 1098 shape after resizing (224, 224, 3) Image 1099 shape after resizing (224, 224, 3) Image 1100 shape after resizing (224, 224, 3) Image 1101 shape after resizing (224, 224, 3) Image 1102 shape after resizing (224, 224, 3) Image 1103 shape after resizing (224, 224, 3) Image 1104 shape after resizing (224, 224, 3) Image 1105 shape after resizing (224, 224, 3) Image 1106 shape after resizing (224, 224, 3) Image 1107 shape after resizing (224, 224, 3) Image 1108 shape after resizing (224, 224, 3) Image 1109 shape after resizing (224, 224, 3) Image 1110 shape after resizing (224, 224, 3) Image 1111 shape after resizing (224, 224, 3) Image 1112 shape after resizing (224, 224, 3) Image 1113 shape after resizing (224, 224, 3) Image 1114 shape after resizing (224, 224, 3) Image 1115 shape after resizing (224, 224, 3) Image 1116 shape after resizing (224, 224, 3) Image 1117 shape after resizing (224, 224, 3) Image 1118 shape after resizing (224, 224, 3) Image 1119 shape after resizing (224, 224, 3) Image 1120 shape after resizing (224, 224, 3) Image 1121 shape after resizing (224, 224, 3) Image 1122 shape after resizing (224, 224, 3) Image 1123 shape after resizing (224, 224, 3) Image 1124 shape after resizing (224, 224, 3) Image 1125 shape after resizing (224, 224, 3) Image 1126 shape after resizing (224, 224, 3) Image 1127 shape after resizing (224, 224, 3) Image 1128 shape after resizing (224, 224, 3) Image 1129 shape after resizing (224, 224, 3) Image 1130 shape after resizing (224, 224, 3) Image 1131 shape after resizing (224, 224, 3) Image 1132 shape after resizing (224, 224, 3) Image 1133 shape after resizing (224, 224, 3) Image 1134 shape after resizing (224, 224, 3) Image 1135 shape after resizing (224, 224, 3) Image 1136 shape after resizing (224, 224, 3) Image 1137 shape after resizing (224, 224, 3) Image 1138 shape after resizing (224, 224, 3) Image 1139 shape after resizing (224, 224, 3) Image 1140 shape after resizing (224, 224, 3) Image 1141 shape after resizing (224, 224, 3) Image 1142 shape after resizing (224, 224, 3) Image 1143 shape after resizing (224, 224, 3) Image 1144 shape after resizing (224, 224, 3) Image 1145 shape after resizing (224, 224, 3) Image 1146 shape after resizing (224, 224, 3) Image 1147 shape after resizing (224, 224, 3) Image 1148 shape after resizing (224, 224, 3) Image 1149 shape after resizing (224, 224, 3) Image 1150 shape after resizing (224, 224, 3) Image 1151 shape after resizing (224, 224, 3) Image 1152 shape after resizing (224, 224, 3) Image 1153 shape after resizing (224, 224, 3) Image 1154 shape after resizing (224, 224, 3) Image 1155 shape after resizing (224, 224, 3) Image 1156 shape after resizing (224, 224, 3) Image 1157 shape after resizing (224, 224, 3) Image 1158 shape after resizing (224, 224, 3) Image 1159 shape after resizing (224, 224, 3) Image 1160 shape after resizing (224, 224, 3) Image 1161 shape after resizing (224, 224, 3) Image 1162 shape after resizing (224, 224, 3) Image 1163 shape after resizing (224, 224, 3) Image 1164 shape after resizing (224, 224, 3) Image 1165 shape after resizing (224, 224, 3) Image 1166 shape after resizing (224, 224, 3) Image 1167 shape after resizing (224, 224, 3) Image 1168 shape after resizing (224, 224, 3) Image 1169 shape after resizing (224, 224, 3) Image 1170 shape after resizing (224, 224, 3) Image 1171 shape after resizing (224, 224, 3) Image 1172 shape after resizing (224, 224, 3) Image 1173 shape after resizing (224, 224, 3) Image 1174 shape after resizing (224, 224, 3) Image 1175 shape after resizing (224, 224, 3) 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after resizing (224, 224, 3) Image 1220 shape after resizing (224, 224, 3) Image 1221 shape after resizing (224, 224, 3) Image 1222 shape after resizing (224, 224, 3) Image 1223 shape after resizing (224, 224, 3) Image 1224 shape after resizing (224, 224, 3) Image 1225 shape after resizing (224, 224, 3) Image 1226 shape after resizing (224, 224, 3) Image 1227 shape after resizing (224, 224, 3) Image 1228 shape after resizing (224, 224, 3) Image 1229 shape after resizing (224, 224, 3) Image 1230 shape after resizing (224, 224, 3) Image 1231 shape after resizing (224, 224, 3) Image 1232 shape after resizing (224, 224, 3) Image 1233 shape after resizing (224, 224, 3) Image 1234 shape after resizing (224, 224, 3) Image 1235 shape after resizing (224, 224, 3) Image 1236 shape after resizing (224, 224, 3) Image 1237 shape after resizing (224, 224, 3) Image 1238 shape after resizing (224, 224, 3) Image 1239 shape after resizing (224, 224, 3) Image 1240 shape after resizing (224, 224, 3) Image 1241 shape after resizing (224, 224, 3) Image 1242 shape after resizing (224, 224, 3) Image 1243 shape after resizing (224, 224, 3) Image 1244 shape after resizing (224, 224, 3) Image 1245 shape after resizing (224, 224, 3) Image 1246 shape after resizing (224, 224, 3) Image 1247 shape after resizing (224, 224, 3) Image 1248 shape after resizing (224, 224, 3) Image 1249 shape after resizing (224, 224, 3) Image 1250 shape after resizing (224, 224, 3) Image 1251 shape after resizing (224, 224, 3) Image 1252 shape after resizing (224, 224, 3) Image 1253 shape after resizing (224, 224, 3) Image 1254 shape after resizing (224, 224, 3) Image 1255 shape after resizing (224, 224, 3) Image 1256 shape after resizing (224, 224, 3) Image 1257 shape after resizing (224, 224, 3) Image 1258 shape after resizing (224, 224, 3) Image 1259 shape after resizing (224, 224, 3) Image 1260 shape after resizing (224, 224, 3) Image 1261 shape after resizing (224, 224, 3) Image 1262 shape after resizing (224, 224, 3) Image 1263 shape after resizing (224, 224, 3) Image 1264 shape after resizing (224, 224, 3) Image 1265 shape after resizing (224, 224, 3) Image 1266 shape after resizing (224, 224, 3) Image 1267 shape after resizing (224, 224, 3) Image 1268 shape after resizing (224, 224, 3) Image 1269 shape after resizing (224, 224, 3) Image 1270 shape after resizing (224, 224, 3) Image 1271 shape after resizing (224, 224, 3) Image 1272 shape after resizing (224, 224, 3) Image 1273 shape after resizing (224, 224, 3) Image 1274 shape after resizing (224, 224, 3) Image 1275 shape after resizing (224, 224, 3) Image 1276 shape after resizing (224, 224, 3) Image 1277 shape after resizing (224, 224, 3) Image 1278 shape after resizing (224, 224, 3) Image 1279 shape after resizing (224, 224, 3) Image 1280 shape after resizing (224, 224, 3) Image 1281 shape after resizing (224, 224, 3) Image 1282 shape after resizing (224, 224, 3) Image 1283 shape after resizing (224, 224, 3) Image 1284 shape after 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1393 shape after resizing (224, 224, 3) Image 1394 shape after resizing (224, 224, 3) Image 1395 shape after resizing (224, 224, 3) Image 1396 shape after resizing (224, 224, 3) Image 1397 shape after resizing (224, 224, 3) Image 1398 shape after resizing (224, 224, 3) Image 1399 shape after resizing (224, 224, 3) Image 1400 shape after resizing (224, 224, 3) Image 1401 shape after resizing (224, 224, 3) Image 1402 shape after resizing (224, 224, 3) Image 1403 shape after resizing (224, 224, 3) Image 1404 shape after resizing (224, 224, 3) Image 1405 shape after resizing (224, 224, 3) Image 1406 shape after resizing (224, 224, 3) Image 1407 shape after resizing (224, 224, 3) Image 1408 shape after resizing (224, 224, 3) Image 1409 shape after resizing (224, 224, 3) Image 1410 shape after resizing (224, 224, 3) Image 1411 shape after resizing (224, 224, 3) Image 1412 shape after resizing (224, 224, 3) Image 1413 shape after resizing (224, 224, 3) Image 1414 shape after resizing (224, 224, 3) Image 1415 shape after resizing (224, 224, 3) Image 1416 shape after resizing (224, 224, 3) Image 1417 shape after resizing (224, 224, 3) Image 1418 shape after resizing (224, 224, 3) Image 1419 shape after resizing (224, 224, 3) Image 1420 shape after resizing (224, 224, 3) Image 1421 shape after resizing (224, 224, 3) Image 1422 shape after resizing (224, 224, 3) Image 1423 shape after resizing (224, 224, 3) Image 1424 shape after resizing (224, 224, 3) Image 1425 shape after resizing (224, 224, 3) Image 1426 shape after resizing (224, 224, 3) Image 1427 shape after resizing (224, 224, 3) Image 1428 shape after resizing (224, 224, 3) Image 1429 shape after resizing (224, 224, 3) Image 1430 shape after resizing (224, 224, 3) Image 1431 shape after resizing (224, 224, 3) Image 1432 shape after resizing (224, 224, 3) Image 1433 shape after resizing (224, 224, 3) Image 1434 shape after resizing (224, 224, 3) Image 1435 shape after resizing (224, 224, 3) Image 1436 shape after 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shape after resizing (224, 224, 3) Image 1459 shape after resizing (224, 224, 3) Image 1460 shape after resizing (224, 224, 3) Image 1461 shape after resizing (224, 224, 3) Image 1462 shape after resizing (224, 224, 3) Image 1463 shape after resizing (224, 224, 3) Image 1464 shape after resizing (224, 224, 3) Image 1465 shape after resizing (224, 224, 3) Image 1466 shape after resizing (224, 224, 3) Image 1467 shape after resizing (224, 224, 3) Image 1468 shape after resizing (224, 224, 3) Image 1469 shape after resizing (224, 224, 3) Image 1470 shape after resizing (224, 224, 3) Image 1471 shape after resizing (224, 224, 3) Image 1472 shape after resizing (224, 224, 3) Image 1473 shape after resizing (224, 224, 3) Image 1474 shape after resizing (224, 224, 3) Image 1475 shape after resizing (224, 224, 3) Image 1476 shape after resizing (224, 224, 3) Image 1477 shape after resizing (224, 224, 3) Image 1478 shape after resizing (224, 224, 3) Image 1479 shape after resizing (224, 224, 3) 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1545 shape after resizing (224, 224, 3) Image 1546 shape after resizing (224, 224, 3) Image 1547 shape after resizing (224, 224, 3) Image 1548 shape after resizing (224, 224, 3) Image 1549 shape after resizing (224, 224, 3) Image 1550 shape after resizing (224, 224, 3) Image 1551 shape after resizing (224, 224, 3) Image 1552 shape after resizing (224, 224, 3) Image 1553 shape after resizing (224, 224, 3) Image 1554 shape after resizing (224, 224, 3) Image 1555 shape after resizing (224, 224, 3) Image 1556 shape after resizing (224, 224, 3) Image 1557 shape after resizing (224, 224, 3) Image 1558 shape after resizing (224, 224, 3) Image 1559 shape after resizing (224, 224, 3) Image 1560 shape after resizing (224, 224, 3) Image 1561 shape after resizing (224, 224, 3) Image 1562 shape after resizing (224, 224, 3) Image 1563 shape after resizing (224, 224, 3) Image 1564 shape after resizing (224, 224, 3) Image 1565 shape after resizing (224, 224, 3) Image 1566 shape after resizing (224, 224, 3) Image 1567 shape after resizing (224, 224, 3) Image 1568 shape after resizing (224, 224, 3) Image 1569 shape after resizing (224, 224, 3) Image 1570 shape after resizing (224, 224, 3) Image 1571 shape after resizing (224, 224, 3) Image 1572 shape after resizing (224, 224, 3) Image 1573 shape after resizing (224, 224, 3) Image 1574 shape after resizing (224, 224, 3) Image 1575 shape after resizing (224, 224, 3) Image 1576 shape after resizing (224, 224, 3) Image 1577 shape after resizing (224, 224, 3) Image 1578 shape after resizing (224, 224, 3) Image 1579 shape after resizing (224, 224, 3) Image 1580 shape after resizing (224, 224, 3) Image 1581 shape after resizing (224, 224, 3) Image 1582 shape after resizing (224, 224, 3) Image 1583 shape after resizing (224, 224, 3) Image 1584 shape after resizing (224, 224, 3) Image 1585 shape after resizing (224, 224, 3) Image 1586 shape after resizing (224, 224, 3) Image 1587 shape after resizing (224, 224, 3) Image 1588 shape after resizing (224, 224, 3) Image 1589 shape after resizing (224, 224, 3) Image 1590 shape after resizing (224, 224, 3) Image 1591 shape after resizing (224, 224, 3) Image 1592 shape after resizing (224, 224, 3) Image 1593 shape after resizing (224, 224, 3) Image 1594 shape after resizing (224, 224, 3) Image 1595 shape after resizing (224, 224, 3) Image 1596 shape after resizing (224, 224, 3) Image 1597 shape after resizing (224, 224, 3) Image 1598 shape after resizing (224, 224, 3) Image 1599 shape after resizing (224, 224, 3) Image 1600 shape after resizing (224, 224, 3) Image 1601 shape after resizing (224, 224, 3) Image 1602 shape after resizing (224, 224, 3) Image 1603 shape after resizing (224, 224, 3) Image 1604 shape after resizing (224, 224, 3) Image 1605 shape after resizing (224, 224, 3) Image 1606 shape after resizing (224, 224, 3) Image 1607 shape after resizing (224, 224, 3) Image 1608 shape after resizing (224, 224, 3) Image 1609 shape after resizing (224, 224, 3) Image 1610 shape after resizing (224, 224, 3) Image 1611 shape after resizing (224, 224, 3) Image 1612 shape after resizing (224, 224, 3) Image 1613 shape after resizing (224, 224, 3) Image 1614 shape after resizing (224, 224, 3) Image 1615 shape after resizing (224, 224, 3) Image 1616 shape after resizing (224, 224, 3) Image 1617 shape after resizing (224, 224, 3) Image 1618 shape after resizing (224, 224, 3) Image 1619 shape after resizing (224, 224, 3) Image 1620 shape after resizing (224, 224, 3) Image 1621 shape after resizing (224, 224, 3) Image 1622 shape after resizing (224, 224, 3) Image 1623 shape after resizing (224, 224, 3) Image 1624 shape after resizing (224, 224, 3) Image 1625 shape after resizing (224, 224, 3) Image 1626 shape after resizing (224, 224, 3) Image 1627 shape after resizing (224, 224, 3) Image 1628 shape after resizing (224, 224, 3) Image 1629 shape after resizing (224, 224, 3) Image 1630 shape after resizing (224, 224, 3) Image 1631 shape after resizing (224, 224, 3) 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1697 shape after resizing (224, 224, 3) Image 1698 shape after resizing (224, 224, 3) Image 1699 shape after resizing (224, 224, 3) Image 1700 shape after resizing (224, 224, 3) Image 1701 shape after resizing (224, 224, 3) Image 1702 shape after resizing (224, 224, 3) Image 1703 shape after resizing (224, 224, 3) Image 1704 shape after resizing (224, 224, 3) Image 1705 shape after resizing (224, 224, 3) Image 1706 shape after resizing (224, 224, 3) Image 1707 shape after resizing (224, 224, 3) Image 1708 shape after resizing (224, 224, 3) Image 1709 shape after resizing (224, 224, 3) Image 1710 shape after resizing (224, 224, 3) Image 1711 shape after resizing (224, 224, 3) Image 1712 shape after resizing (224, 224, 3) Image 1713 shape after resizing (224, 224, 3) Image 1714 shape after resizing (224, 224, 3) Image 1715 shape after resizing (224, 224, 3) Image 1716 shape after resizing (224, 224, 3) Image 1717 shape after resizing (224, 224, 3) Image 1718 shape after resizing (224, 224, 3) Image 1719 shape after resizing (224, 224, 3) Image 1720 shape after resizing (224, 224, 3) Image 1721 shape after resizing (224, 224, 3) Image 1722 shape after resizing (224, 224, 3) Image 1723 shape after resizing (224, 224, 3) Image 1724 shape after resizing (224, 224, 3) Image 1725 shape after resizing (224, 224, 3) Image 1726 shape after resizing (224, 224, 3) Image 1727 shape after resizing (224, 224, 3) Image 1728 shape after resizing (224, 224, 3) Image 1729 shape after resizing (224, 224, 3) Image 1730 shape after resizing (224, 224, 3) Image 1731 shape after resizing (224, 224, 3) Image 1732 shape after resizing (224, 224, 3) Image 1733 shape after resizing (224, 224, 3) Image 1734 shape after resizing (224, 224, 3) Image 1735 shape after resizing (224, 224, 3) Image 1736 shape after resizing (224, 224, 3) Image 1737 shape after resizing (224, 224, 3) Image 1738 shape after resizing (224, 224, 3) Image 1739 shape after resizing (224, 224, 3) Image 1740 shape after 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shape after resizing (224, 224, 3) Image 1763 shape after resizing (224, 224, 3) Image 1764 shape after resizing (224, 224, 3) Image 1765 shape after resizing (224, 224, 3) Image 1766 shape after resizing (224, 224, 3) Image 1767 shape after resizing (224, 224, 3) Image 1768 shape after resizing (224, 224, 3) Image 1769 shape after resizing (224, 224, 3) Image 1770 shape after resizing (224, 224, 3) Image 1771 shape after resizing (224, 224, 3) Image 1772 shape after resizing (224, 224, 3) Image 1773 shape after resizing (224, 224, 3) Image 1774 shape after resizing (224, 224, 3) Image 1775 shape after resizing (224, 224, 3) Image 1776 shape after resizing (224, 224, 3) Image 1777 shape after resizing (224, 224, 3) Image 1778 shape after resizing (224, 224, 3) Image 1779 shape after resizing (224, 224, 3) Image 1780 shape after resizing (224, 224, 3) Image 1781 shape after resizing (224, 224, 3) Image 1782 shape after resizing (224, 224, 3) Image 1783 shape after resizing (224, 224, 3) 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after resizing (224, 224, 3) Image 1828 shape after resizing (224, 224, 3) Image 1829 shape after resizing (224, 224, 3) Image 1830 shape after resizing (224, 224, 3) Image 1831 shape after resizing (224, 224, 3) Image 1832 shape after resizing (224, 224, 3) Image 1833 shape after resizing (224, 224, 3) Image 1834 shape after resizing (224, 224, 3) Image 1835 shape after resizing (224, 224, 3) Image 1836 shape after resizing (224, 224, 3) Image 1837 shape after resizing (224, 224, 3) Image 1838 shape after resizing (224, 224, 3) Image 1839 shape after resizing (224, 224, 3) Image 1840 shape after resizing (224, 224, 3) Image 1841 shape after resizing (224, 224, 3) Image 1842 shape after resizing (224, 224, 3) Image 1843 shape after resizing (224, 224, 3) Image 1844 shape after resizing (224, 224, 3) Image 1845 shape after resizing (224, 224, 3) Image 1846 shape after resizing (224, 224, 3) Image 1847 shape after resizing (224, 224, 3) Image 1848 shape after resizing (224, 224, 3) Image 1849 shape after resizing (224, 224, 3) Image 1850 shape after resizing (224, 224, 3) Image 1851 shape after resizing (224, 224, 3) Image 1852 shape after resizing (224, 224, 3) Image 1853 shape after resizing (224, 224, 3) Image 1854 shape after resizing (224, 224, 3) Image 1855 shape after resizing (224, 224, 3) Image 1856 shape after resizing (224, 224, 3) Image 1857 shape after resizing (224, 224, 3) Image 1858 shape after resizing (224, 224, 3) Image 1859 shape after resizing (224, 224, 3) Image 1860 shape after resizing (224, 224, 3) Image 1861 shape after resizing (224, 224, 3) Image 1862 shape after resizing (224, 224, 3) Image 1863 shape after resizing (224, 224, 3) Image 1864 shape after resizing (224, 224, 3) Image 1865 shape after resizing (224, 224, 3) Image 1866 shape after resizing (224, 224, 3) Image 1867 shape after resizing (224, 224, 3) Image 1868 shape after resizing (224, 224, 3) Image 1869 shape after resizing (224, 224, 3) Image 1870 shape after resizing (224, 224, 3) Image 1871 shape after resizing (224, 224, 3) Image 1872 shape after resizing (224, 224, 3) Image 1873 shape after resizing (224, 224, 3) Image 1874 shape after resizing (224, 224, 3) Image 1875 shape after resizing (224, 224, 3) Image 1876 shape after resizing (224, 224, 3) Image 1877 shape after resizing (224, 224, 3) Image 1878 shape after resizing (224, 224, 3) Image 1879 shape after resizing (224, 224, 3) Image 1880 shape after resizing (224, 224, 3) Image 1881 shape after resizing (224, 224, 3) Image 1882 shape after resizing (224, 224, 3) Image 1883 shape after resizing (224, 224, 3) Image 1884 shape after resizing (224, 224, 3) Image 1885 shape after resizing (224, 224, 3) Image 1886 shape after resizing (224, 224, 3) Image 1887 shape after resizing (224, 224, 3) Image 1888 shape after resizing (224, 224, 3) Image 1889 shape after resizing (224, 224, 3) Image 1890 shape after resizing (224, 224, 3) Image 1891 shape after resizing (224, 224, 3) Image 1892 shape after resizing (224, 224, 3) Image 1893 shape after resizing (224, 224, 3) Image 1894 shape after resizing (224, 224, 3) Image 1895 shape after resizing (224, 224, 3) Image 1896 shape after resizing (224, 224, 3) Image 1897 shape after resizing (224, 224, 3) Image 1898 shape after resizing (224, 224, 3) Image 1899 shape after resizing (224, 224, 3) Image 1900 shape after resizing (224, 224, 3) Image 1901 shape after resizing (224, 224, 3) Image 1902 shape after resizing (224, 224, 3) Image 1903 shape after resizing (224, 224, 3) Image 1904 shape after resizing (224, 224, 3) Image 1905 shape after resizing (224, 224, 3) Image 1906 shape after resizing (224, 224, 3) Image 1907 shape after resizing (224, 224, 3) Image 1908 shape after resizing (224, 224, 3) Image 1909 shape after resizing (224, 224, 3) Image 1910 shape after resizing (224, 224, 3) Image 1911 shape after resizing (224, 224, 3) Image 1912 shape after resizing (224, 224, 3) Image 1913 shape after resizing (224, 224, 3) Image 1914 shape after resizing (224, 224, 3) Image 1915 shape after resizing (224, 224, 3) Image 1916 shape after resizing (224, 224, 3) Image 1917 shape after resizing (224, 224, 3) Image 1918 shape after resizing (224, 224, 3) Image 1919 shape after resizing (224, 224, 3) Image 1920 shape after resizing (224, 224, 3) Image 1921 shape after resizing (224, 224, 3) Image 1922 shape after resizing (224, 224, 3) Image 1923 shape after resizing (224, 224, 3) Image 1924 shape after resizing (224, 224, 3) Image 1925 shape after resizing (224, 224, 3) Image 1926 shape after resizing (224, 224, 3) Image 1927 shape after resizing (224, 224, 3) Image 1928 shape after resizing (224, 224, 3) Image 1929 shape after resizing (224, 224, 3) Image 1930 shape after resizing (224, 224, 3) Image 1931 shape after resizing (224, 224, 3) Image 1932 shape after resizing (224, 224, 3) Image 1933 shape after resizing (224, 224, 3) Image 1934 shape after resizing (224, 224, 3) Image 1935 shape after resizing (224, 224, 3) 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(224, 224, 3) Image 1958 shape after resizing (224, 224, 3) Image 1959 shape after resizing (224, 224, 3) Image 1960 shape after resizing (224, 224, 3) Image 1961 shape after resizing (224, 224, 3) Image 1962 shape after resizing (224, 224, 3) Image 1963 shape after resizing (224, 224, 3) Image 1964 shape after resizing (224, 224, 3) Image 1965 shape after resizing (224, 224, 3) Image 1966 shape after resizing (224, 224, 3) Image 1967 shape after resizing (224, 224, 3) Image 1968 shape after resizing (224, 224, 3) Image 1969 shape after resizing (224, 224, 3) Image 1970 shape after resizing (224, 224, 3) Image 1971 shape after resizing (224, 224, 3) Image 1972 shape after resizing (224, 224, 3) Image 1973 shape after resizing (224, 224, 3) Image 1974 shape after resizing (224, 224, 3) Image 1975 shape after resizing (224, 224, 3) Image 1976 shape after resizing (224, 224, 3) Image 1977 shape after resizing (224, 224, 3) Image 1978 shape after resizing (224, 224, 3) Image 1979 shape after resizing (224, 224, 3) Image 1980 shape after resizing (224, 224, 3) Image 1981 shape after resizing (224, 224, 3) Image 1982 shape after resizing (224, 224, 3) Image 1983 shape after resizing (224, 224, 3) Image 1984 shape after resizing (224, 224, 3) Image 1985 shape after resizing (224, 224, 3) Image 1986 shape after resizing (224, 224, 3) Image 1987 shape after resizing (224, 224, 3) Image 1988 shape after resizing (224, 224, 3) Image 1989 shape after resizing (224, 224, 3) Image 1990 shape after resizing (224, 224, 3) Image 1991 shape after resizing (224, 224, 3) Image 1992 shape after resizing (224, 224, 3) Image 1993 shape after resizing (224, 224, 3) Image 1994 shape after resizing (224, 224, 3) Image 1995 shape after resizing (224, 224, 3) Image 1996 shape after resizing (224, 224, 3) Image 1997 shape after resizing (224, 224, 3) Image 1998 shape after resizing (224, 224, 3) Image 1999 shape after resizing (224, 224, 3) Image 2000 shape after resizing (224, 224, 3) Image 2001 shape after resizing (224, 224, 3) Image 2002 shape after resizing (224, 224, 3) Image 2003 shape after resizing (224, 224, 3) Image 2004 shape after resizing (224, 224, 3) Image 2005 shape after resizing (224, 224, 3) Image 2006 shape after resizing (224, 224, 3) Image 2007 shape after resizing (224, 224, 3) Image 2008 shape after resizing (224, 224, 3) Image 2009 shape after resizing (224, 224, 3) Image 2010 shape after resizing (224, 224, 3) Image 2011 shape after resizing (224, 224, 3) Image 2012 shape after resizing (224, 224, 3) Image 2013 shape after resizing (224, 224, 3) Image 2014 shape after resizing (224, 224, 3) Image 2015 shape after resizing (224, 224, 3) Image 2016 shape after resizing (224, 224, 3) Image 2017 shape after resizing (224, 224, 3) Image 2018 shape after resizing (224, 224, 3) Image 2019 shape after resizing (224, 224, 3) Image 2020 shape after resizing (224, 224, 3) Image 2021 shape after resizing (224, 224, 3) Image 2022 shape after resizing (224, 224, 3) Image 2023 shape after resizing (224, 224, 3) Image 2024 shape after resizing (224, 224, 3) Image 2025 shape after resizing (224, 224, 3) Image 2026 shape after resizing (224, 224, 3) Image 2027 shape after resizing (224, 224, 3) Image 2028 shape after resizing (224, 224, 3) Image 2029 shape after resizing (224, 224, 3) Image 2030 shape after resizing (224, 224, 3) Image 2031 shape after resizing (224, 224, 3) Image 2032 shape after resizing (224, 224, 3) Image 2033 shape after resizing (224, 224, 3) Image 2034 shape after resizing (224, 224, 3) Image 2035 shape after resizing (224, 224, 3) Image 2036 shape after resizing (224, 224, 3) Image 2037 shape after resizing (224, 224, 3) Image 2038 shape after resizing (224, 224, 3) Image 2039 shape after resizing (224, 224, 3) Image 2040 shape after resizing (224, 224, 3) Image 2041 shape after resizing (224, 224, 3) Image 2042 shape after resizing (224, 224, 3) Image 2043 shape after resizing (224, 224, 3) Image 2044 shape after 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shape after resizing (224, 224, 3) Image 2067 shape after resizing (224, 224, 3) Image 2068 shape after resizing (224, 224, 3) Image 2069 shape after resizing (224, 224, 3) Image 2070 shape after resizing (224, 224, 3) Image 2071 shape after resizing (224, 224, 3) Image 2072 shape after resizing (224, 224, 3) Image 2073 shape after resizing (224, 224, 3) Image 2074 shape after resizing (224, 224, 3) Image 2075 shape after resizing (224, 224, 3) Image 2076 shape after resizing (224, 224, 3) Image 2077 shape after resizing (224, 224, 3) Image 2078 shape after resizing (224, 224, 3) Image 2079 shape after resizing (224, 224, 3) Image 2080 shape after resizing (224, 224, 3) Image 2081 shape after resizing (224, 224, 3) Image 2082 shape after resizing (224, 224, 3) Image 2083 shape after resizing (224, 224, 3) Image 2084 shape after resizing (224, 224, 3) Image 2085 shape after resizing (224, 224, 3) Image 2086 shape after resizing (224, 224, 3) Image 2087 shape after resizing (224, 224, 3) 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2153 shape after resizing (224, 224, 3) Image 2154 shape after resizing (224, 224, 3) Image 2155 shape after resizing (224, 224, 3) Image 2156 shape after resizing (224, 224, 3) Image 2157 shape after resizing (224, 224, 3) Image 2158 shape after resizing (224, 224, 3) Image 2159 shape after resizing (224, 224, 3) Image 2160 shape after resizing (224, 224, 3) Image 2161 shape after resizing (224, 224, 3) Image 2162 shape after resizing (224, 224, 3) Image 2163 shape after resizing (224, 224, 3) Image 2164 shape after resizing (224, 224, 3) Image 2165 shape after resizing (224, 224, 3) Image 2166 shape after resizing (224, 224, 3) Image 2167 shape after resizing (224, 224, 3) Image 2168 shape after resizing (224, 224, 3) Image 2169 shape after resizing (224, 224, 3) Image 2170 shape after resizing (224, 224, 3) Image 2171 shape after resizing (224, 224, 3) Image 2172 shape after resizing (224, 224, 3) Image 2173 shape after resizing (224, 224, 3) Image 2174 shape after resizing (224, 224, 3) Image 2175 shape after resizing (224, 224, 3) Image 2176 shape after resizing (224, 224, 3) Image 2177 shape after resizing (224, 224, 3) Image 2178 shape after resizing (224, 224, 3) Image 2179 shape after resizing (224, 224, 3) Image 2180 shape after resizing (224, 224, 3) Image 2181 shape after resizing (224, 224, 3) Image 2182 shape after resizing (224, 224, 3) Image 2183 shape after resizing (224, 224, 3) Image 2184 shape after resizing (224, 224, 3) Image 2185 shape after resizing (224, 224, 3) Image 2186 shape after resizing (224, 224, 3) Image 2187 shape after resizing (224, 224, 3) Image 2188 shape after resizing (224, 224, 3) Image 2189 shape after resizing (224, 224, 3) Image 2190 shape after resizing (224, 224, 3) Image 2191 shape after resizing (224, 224, 3) Image 2192 shape after resizing (224, 224, 3) Image 2193 shape after resizing (224, 224, 3) Image 2194 shape after resizing (224, 224, 3) Image 2195 shape after resizing (224, 224, 3) Image 2196 shape after 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shape after resizing (224, 224, 3) Image 2219 shape after resizing (224, 224, 3) Image 2220 shape after resizing (224, 224, 3) Image 2221 shape after resizing (224, 224, 3) Image 2222 shape after resizing (224, 224, 3) Image 2223 shape after resizing (224, 224, 3) Image 2224 shape after resizing (224, 224, 3) Image 2225 shape after resizing (224, 224, 3) Image 2226 shape after resizing (224, 224, 3) Image 2227 shape after resizing (224, 224, 3) Image 2228 shape after resizing (224, 224, 3) Image 2229 shape after resizing (224, 224, 3) Image 2230 shape after resizing (224, 224, 3) Image 2231 shape after resizing (224, 224, 3) Image 2232 shape after resizing (224, 224, 3) Image 2233 shape after resizing (224, 224, 3) Image 2234 shape after resizing (224, 224, 3) Image 2235 shape after resizing (224, 224, 3) Image 2236 shape after resizing (224, 224, 3) Image 2237 shape after resizing (224, 224, 3) Image 2238 shape after resizing (224, 224, 3) Image 2239 shape after resizing (224, 224, 3) 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2305 shape after resizing (224, 224, 3) Image 2306 shape after resizing (224, 224, 3) Image 2307 shape after resizing (224, 224, 3) Image 2308 shape after resizing (224, 224, 3) Image 2309 shape after resizing (224, 224, 3) Image 2310 shape after resizing (224, 224, 3) Image 2311 shape after resizing (224, 224, 3) Image 2312 shape after resizing (224, 224, 3) Image 2313 shape after resizing (224, 224, 3) Image 2314 shape after resizing (224, 224, 3) Image 2315 shape after resizing (224, 224, 3) Image 2316 shape after resizing (224, 224, 3) Image 2317 shape after resizing (224, 224, 3) Image 2318 shape after resizing (224, 224, 3) Image 2319 shape after resizing (224, 224, 3) Image 2320 shape after resizing (224, 224, 3) Image 2321 shape after resizing (224, 224, 3) Image 2322 shape after resizing (224, 224, 3) Image 2323 shape after resizing (224, 224, 3) Image 2324 shape after resizing (224, 224, 3) Image 2325 shape after resizing (224, 224, 3) Image 2326 shape after resizing (224, 224, 3) Image 2327 shape after resizing (224, 224, 3) Image 2328 shape after resizing (224, 224, 3) Image 2329 shape after resizing (224, 224, 3) Image 2330 shape after resizing (224, 224, 3) Image 2331 shape after resizing (224, 224, 3) Image 2332 shape after resizing (224, 224, 3) Image 2333 shape after resizing (224, 224, 3) Image 2334 shape after resizing (224, 224, 3) Image 2335 shape after resizing (224, 224, 3) Image 2336 shape after resizing (224, 224, 3) Image 2337 shape after resizing (224, 224, 3) Image 2338 shape after resizing (224, 224, 3) Image 2339 shape after resizing (224, 224, 3) Image 2340 shape after resizing (224, 224, 3) Image 2341 shape after resizing (224, 224, 3) Image 2342 shape after resizing (224, 224, 3) Image 2343 shape after resizing (224, 224, 3) Image 2344 shape after resizing (224, 224, 3) Image 2345 shape after resizing (224, 224, 3) Image 2346 shape after resizing (224, 224, 3) Image 2347 shape after resizing (224, 224, 3) Image 2348 shape after 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2457 shape after resizing (224, 224, 3) Image 2458 shape after resizing (224, 224, 3) Image 2459 shape after resizing (224, 224, 3) Image 2460 shape after resizing (224, 224, 3) Image 2461 shape after resizing (224, 224, 3) Image 2462 shape after resizing (224, 224, 3) Image 2463 shape after resizing (224, 224, 3) Image 2464 shape after resizing (224, 224, 3) Image 2465 shape after resizing (224, 224, 3) Image 2466 shape after resizing (224, 224, 3) Image 2467 shape after resizing (224, 224, 3) Image 2468 shape after resizing (224, 224, 3) Image 2469 shape after resizing (224, 224, 3) Image 2470 shape after resizing (224, 224, 3) Image 2471 shape after resizing (224, 224, 3) Image 2472 shape after resizing (224, 224, 3) Image 2473 shape after resizing (224, 224, 3) Image 2474 shape after resizing (224, 224, 3) Image 2475 shape after resizing (224, 224, 3) Image 2476 shape after resizing (224, 224, 3) Image 2477 shape after resizing (224, 224, 3) Image 2478 shape after resizing (224, 224, 3) Image 2479 shape after resizing (224, 224, 3) Image 2480 shape after resizing (224, 224, 3) Image 2481 shape after resizing (224, 224, 3) Image 2482 shape after resizing (224, 224, 3) Image 2483 shape after resizing (224, 224, 3) Image 2484 shape after resizing (224, 224, 3) Image 2485 shape after resizing (224, 224, 3) Image 2486 shape after resizing (224, 224, 3) Image 2487 shape after resizing (224, 224, 3) Image 2488 shape after resizing (224, 224, 3) Image 2489 shape after resizing (224, 224, 3) Image 2490 shape after resizing (224, 224, 3) Image 2491 shape after resizing (224, 224, 3) Image 2492 shape after resizing (224, 224, 3) Image 2493 shape after resizing (224, 224, 3) Image 2494 shape after resizing (224, 224, 3) Image 2495 shape after resizing (224, 224, 3) Image 2496 shape after resizing (224, 224, 3) Image 2497 shape after resizing (224, 224, 3) Image 2498 shape after resizing (224, 224, 3) Image 2499 shape after resizing (224, 224, 3) Image 2500 shape after 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shape after resizing (224, 224, 3) Image 2523 shape after resizing (224, 224, 3) Image 2524 shape after resizing (224, 224, 3) Image 2525 shape after resizing (224, 224, 3) Image 2526 shape after resizing (224, 224, 3) Image 2527 shape after resizing (224, 224, 3) Image 2528 shape after resizing (224, 224, 3) Image 2529 shape after resizing (224, 224, 3) Image 2530 shape after resizing (224, 224, 3) Image 2531 shape after resizing (224, 224, 3) Image 2532 shape after resizing (224, 224, 3) Image 2533 shape after resizing (224, 224, 3) Image 2534 shape after resizing (224, 224, 3) Image 2535 shape after resizing (224, 224, 3) Image 2536 shape after resizing (224, 224, 3) Image 2537 shape after resizing (224, 224, 3) Image 2538 shape after resizing (224, 224, 3) Image 2539 shape after resizing (224, 224, 3) Image 2540 shape after resizing (224, 224, 3) Image 2541 shape after resizing (224, 224, 3) Image 2542 shape after resizing (224, 224, 3) Image 2543 shape after resizing (224, 224, 3) 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2609 shape after resizing (224, 224, 3) Image 2610 shape after resizing (224, 224, 3) Image 2611 shape after resizing (224, 224, 3) Image 2612 shape after resizing (224, 224, 3) Image 2613 shape after resizing (224, 224, 3) Image 2614 shape after resizing (224, 224, 3) Image 2615 shape after resizing (224, 224, 3) Image 2616 shape after resizing (224, 224, 3) Image 2617 shape after resizing (224, 224, 3) Image 2618 shape after resizing (224, 224, 3) Image 2619 shape after resizing (224, 224, 3) Image 2620 shape after resizing (224, 224, 3) Image 2621 shape after resizing (224, 224, 3) Image 2622 shape after resizing (224, 224, 3) Image 2623 shape after resizing (224, 224, 3) Image 2624 shape after resizing (224, 224, 3) Image 2625 shape after resizing (224, 224, 3) Image 2626 shape after resizing (224, 224, 3) Image 2627 shape after resizing (224, 224, 3) Image 2628 shape after resizing (224, 224, 3) Image 2629 shape after resizing (224, 224, 3) Image 2630 shape after resizing (224, 224, 3) Image 2631 shape after resizing (224, 224, 3) Image 2632 shape after resizing (224, 224, 3) Image 2633 shape after resizing (224, 224, 3) Image 2634 shape after resizing (224, 224, 3) Image 2635 shape after resizing (224, 224, 3) Image 2636 shape after resizing (224, 224, 3) Image 2637 shape after resizing (224, 224, 3) Image 2638 shape after resizing (224, 224, 3) Image 2639 shape after resizing (224, 224, 3) Image 2640 shape after resizing (224, 224, 3) Image 2641 shape after resizing (224, 224, 3) Image 2642 shape after resizing (224, 224, 3) Image 2643 shape after resizing (224, 224, 3) Image 2644 shape after resizing (224, 224, 3) Image 2645 shape after resizing (224, 224, 3) Image 2646 shape after resizing (224, 224, 3) Image 2647 shape after resizing (224, 224, 3) Image 2648 shape after resizing (224, 224, 3) Image 2649 shape after resizing (224, 224, 3) Image 2650 shape after resizing (224, 224, 3) Image 2651 shape after resizing (224, 224, 3) Image 2652 shape after 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shape after resizing (224, 224, 3) Image 2675 shape after resizing (224, 224, 3) Image 2676 shape after resizing (224, 224, 3) Image 2677 shape after resizing (224, 224, 3) Image 2678 shape after resizing (224, 224, 3) Image 2679 shape after resizing (224, 224, 3) Image 2680 shape after resizing (224, 224, 3) Image 2681 shape after resizing (224, 224, 3) Image 2682 shape after resizing (224, 224, 3) Image 2683 shape after resizing (224, 224, 3) Image 2684 shape after resizing (224, 224, 3) Image 2685 shape after resizing (224, 224, 3) Image 2686 shape after resizing (224, 224, 3) Image 2687 shape after resizing (224, 224, 3) Image 2688 shape after resizing (224, 224, 3) Image 2689 shape after resizing (224, 224, 3) Image 2690 shape after resizing (224, 224, 3) Image 2691 shape after resizing (224, 224, 3) Image 2692 shape after resizing (224, 224, 3) Image 2693 shape after resizing (224, 224, 3) Image 2694 shape after resizing (224, 224, 3) Image 2695 shape after resizing (224, 224, 3) 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2761 shape after resizing (224, 224, 3) Image 2762 shape after resizing (224, 224, 3) Image 2763 shape after resizing (224, 224, 3) Image 2764 shape after resizing (224, 224, 3) Image 2765 shape after resizing (224, 224, 3) Image 2766 shape after resizing (224, 224, 3) Image 2767 shape after resizing (224, 224, 3) Image 2768 shape after resizing (224, 224, 3) Image 2769 shape after resizing (224, 224, 3) Image 2770 shape after resizing (224, 224, 3) Image 2771 shape after resizing (224, 224, 3) Image 2772 shape after resizing (224, 224, 3) Image 2773 shape after resizing (224, 224, 3) Image 2774 shape after resizing (224, 224, 3) Image 2775 shape after resizing (224, 224, 3) Image 2776 shape after resizing (224, 224, 3) Image 2777 shape after resizing (224, 224, 3) Image 2778 shape after resizing (224, 224, 3) Image 2779 shape after resizing (224, 224, 3) Image 2780 shape after resizing (224, 224, 3) Image 2781 shape after resizing (224, 224, 3) Image 2782 shape after resizing (224, 224, 3) Image 2783 shape after resizing (224, 224, 3) Image 2784 shape after resizing (224, 224, 3) Image 2785 shape after resizing (224, 224, 3) Image 2786 shape after resizing (224, 224, 3) Image 2787 shape after resizing (224, 224, 3) Image 2788 shape after resizing (224, 224, 3) Image 2789 shape after resizing (224, 224, 3) Image 2790 shape after resizing (224, 224, 3) Image 2791 shape after resizing (224, 224, 3) Image 2792 shape after resizing (224, 224, 3) Image 2793 shape after resizing (224, 224, 3) Image 2794 shape after resizing (224, 224, 3) Image 2795 shape after resizing (224, 224, 3) Image 2796 shape after resizing (224, 224, 3) Image 2797 shape after resizing (224, 224, 3) Image 2798 shape after resizing (224, 224, 3) Image 2799 shape after resizing (224, 224, 3) Image 2800 shape after resizing (224, 224, 3) Image 2801 shape after resizing (224, 224, 3) Image 2802 shape after resizing (224, 224, 3) Image 2803 shape after resizing (224, 224, 3) Image 2804 shape after 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224, 3) Image 3239 shape after resizing (224, 224, 3) Image 3240 shape after resizing (224, 224, 3) Image 3241 shape after resizing (224, 224, 3) Image 3242 shape after resizing (224, 224, 3) Image 3243 shape after resizing (224, 224, 3) Image 3244 shape after resizing (224, 224, 3) Image 3245 shape after resizing (224, 224, 3) Image 3246 shape after resizing (224, 224, 3) Image 3247 shape after resizing (224, 224, 3) Image 3248 shape after resizing (224, 224, 3) Image 3249 shape after resizing (224, 224, 3) Image 3250 shape after resizing (224, 224, 3) Image 3251 shape after resizing (224, 224, 3) Image 3252 shape after resizing (224, 224, 3) Image 3253 shape after resizing (224, 224, 3) Image 3254 shape after resizing (224, 224, 3) Image 3255 shape after resizing (224, 224, 3) Image 3256 shape after resizing (224, 224, 3) Image 3257 shape after resizing (224, 224, 3) Image 3258 shape after resizing (224, 224, 3) Image 3259 shape after resizing (224, 224, 3) Image 3260 shape after 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224, 3) Image 3543 shape after resizing (224, 224, 3) Image 3544 shape after resizing (224, 224, 3) Image 3545 shape after resizing (224, 224, 3) Image 3546 shape after resizing (224, 224, 3) Image 3547 shape after resizing (224, 224, 3) Image 3548 shape after resizing (224, 224, 3) Image 3549 shape after resizing (224, 224, 3) Image 3550 shape after resizing (224, 224, 3) Image 3551 shape after resizing (224, 224, 3) Image 3552 shape after resizing (224, 224, 3) Image 3553 shape after resizing (224, 224, 3) Image 3554 shape after resizing (224, 224, 3) Image 3555 shape after resizing (224, 224, 3) Image 3556 shape after resizing (224, 224, 3) Image 3557 shape after resizing (224, 224, 3) Image 3558 shape after resizing (224, 224, 3) Image 3559 shape after resizing (224, 224, 3) Image 3560 shape after resizing (224, 224, 3) Image 3561 shape after resizing (224, 224, 3) Image 3562 shape after resizing (224, 224, 3) Image 3563 shape after resizing (224, 224, 3) Image 3564 shape after 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3673 shape after resizing (224, 224, 3) Image 3674 shape after resizing (224, 224, 3) Image 3675 shape after resizing (224, 224, 3) Image 3676 shape after resizing (224, 224, 3) Image 3677 shape after resizing (224, 224, 3) Image 3678 shape after resizing (224, 224, 3) Image 3679 shape after resizing (224, 224, 3) Image 3680 shape after resizing (224, 224, 3) Image 3681 shape after resizing (224, 224, 3) Image 3682 shape after resizing (224, 224, 3) Image 3683 shape after resizing (224, 224, 3) Image 3684 shape after resizing (224, 224, 3) Image 3685 shape after resizing (224, 224, 3) Image 3686 shape after resizing (224, 224, 3) Image 3687 shape after resizing (224, 224, 3) Image 3688 shape after resizing (224, 224, 3) Image 3689 shape after resizing (224, 224, 3) Image 3690 shape after resizing (224, 224, 3) Image 3691 shape after resizing (224, 224, 3) Image 3692 shape after resizing (224, 224, 3) Image 3693 shape after resizing (224, 224, 3) Image 3694 shape after resizing (224, 224, 3) Image 3695 shape after resizing (224, 224, 3) Image 3696 shape after resizing (224, 224, 3) Image 3697 shape after resizing (224, 224, 3) Image 3698 shape after resizing (224, 224, 3) Image 3699 shape after resizing (224, 224, 3) Image 3700 shape after resizing (224, 224, 3) Image 3701 shape after resizing (224, 224, 3) Image 3702 shape after resizing (224, 224, 3) Image 3703 shape after resizing (224, 224, 3) Image 3704 shape after resizing (224, 224, 3) Image 3705 shape after resizing (224, 224, 3) Image 3706 shape after resizing (224, 224, 3) Image 3707 shape after resizing (224, 224, 3) Image 3708 shape after resizing (224, 224, 3) Image 3709 shape after resizing (224, 224, 3) Image 3710 shape after resizing (224, 224, 3) Image 3711 shape after resizing (224, 224, 3) Image 3712 shape after resizing (224, 224, 3) Image 3713 shape after resizing (224, 224, 3) Image 3714 shape after resizing (224, 224, 3) Image 3715 shape after resizing (224, 224, 3) Image 3716 shape after 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shape after resizing (224, 224, 3) Image 3739 shape after resizing (224, 224, 3) Image 3740 shape after resizing (224, 224, 3) Image 3741 shape after resizing (224, 224, 3) Image 3742 shape after resizing (224, 224, 3) Image 3743 shape after resizing (224, 224, 3) Image 3744 shape after resizing (224, 224, 3) Image 3745 shape after resizing (224, 224, 3) Image 3746 shape after resizing (224, 224, 3) Image 3747 shape after resizing (224, 224, 3) Image 3748 shape after resizing (224, 224, 3) Image 3749 shape after resizing (224, 224, 3) Image 3750 shape after resizing (224, 224, 3) Image 3751 shape after resizing (224, 224, 3) Image 3752 shape after resizing (224, 224, 3) Image 3753 shape after resizing (224, 224, 3) Image 3754 shape after resizing (224, 224, 3) Image 3755 shape after resizing (224, 224, 3) Image 3756 shape after resizing (224, 224, 3) Image 3757 shape after resizing (224, 224, 3) Image 3758 shape after resizing (224, 224, 3) Image 3759 shape after resizing (224, 224, 3) 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3825 shape after resizing (224, 224, 3) Image 3826 shape after resizing (224, 224, 3) Image 3827 shape after resizing (224, 224, 3) Image 3828 shape after resizing (224, 224, 3) Image 3829 shape after resizing (224, 224, 3) Image 3830 shape after resizing (224, 224, 3) Image 3831 shape after resizing (224, 224, 3) Image 3832 shape after resizing (224, 224, 3) Image 3833 shape after resizing (224, 224, 3) Image 3834 shape after resizing (224, 224, 3) Image 3835 shape after resizing (224, 224, 3) Image 3836 shape after resizing (224, 224, 3) Image 3837 shape after resizing (224, 224, 3) Image 3838 shape after resizing (224, 224, 3) Image 3839 shape after resizing (224, 224, 3) Image 3840 shape after resizing (224, 224, 3) Image 3841 shape after resizing (224, 224, 3) Image 3842 shape after resizing (224, 224, 3) Image 3843 shape after resizing (224, 224, 3) Image 3844 shape after resizing (224, 224, 3) Image 3845 shape after resizing (224, 224, 3) Image 3846 shape after resizing (224, 224, 3) Image 3847 shape after resizing (224, 224, 3) Image 3848 shape after resizing (224, 224, 3) Image 3849 shape after resizing (224, 224, 3) Image 3850 shape after resizing (224, 224, 3) Image 3851 shape after resizing (224, 224, 3) Image 3852 shape after resizing (224, 224, 3) Image 3853 shape after resizing (224, 224, 3) Image 3854 shape after resizing (224, 224, 3) Image 3855 shape after resizing (224, 224, 3) Image 3856 shape after resizing (224, 224, 3) Image 3857 shape after resizing (224, 224, 3) Image 3858 shape after resizing (224, 224, 3) Image 3859 shape after resizing (224, 224, 3) Image 3860 shape after resizing (224, 224, 3) Image 3861 shape after resizing (224, 224, 3) Image 3862 shape after resizing (224, 224, 3) Image 3863 shape after resizing (224, 224, 3) Image 3864 shape after resizing (224, 224, 3) Image 3865 shape after resizing (224, 224, 3) Image 3866 shape after resizing (224, 224, 3) Image 3867 shape after resizing (224, 224, 3) Image 3868 shape after 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shape after resizing (224, 224, 3) Image 3891 shape after resizing (224, 224, 3) Image 3892 shape after resizing (224, 224, 3) Image 3893 shape after resizing (224, 224, 3) Image 3894 shape after resizing (224, 224, 3) Image 3895 shape after resizing (224, 224, 3) Image 3896 shape after resizing (224, 224, 3) Image 3897 shape after resizing (224, 224, 3) Image 3898 shape after resizing (224, 224, 3) Image 3899 shape after resizing (224, 224, 3) Image 3900 shape after resizing (224, 224, 3) Image 3901 shape after resizing (224, 224, 3) Image 3902 shape after resizing (224, 224, 3) Image 3903 shape after resizing (224, 224, 3) Image 3904 shape after resizing (224, 224, 3) Image 3905 shape after resizing (224, 224, 3) Image 3906 shape after resizing (224, 224, 3) Image 3907 shape after resizing (224, 224, 3) Image 3908 shape after resizing (224, 224, 3) Image 3909 shape after resizing (224, 224, 3) Image 3910 shape after resizing (224, 224, 3) Image 3911 shape after resizing (224, 224, 3) 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224, 3) Image 4151 shape after resizing (224, 224, 3) Image 4152 shape after resizing (224, 224, 3) Image 4153 shape after resizing (224, 224, 3) Image 4154 shape after resizing (224, 224, 3) Image 4155 shape after resizing (224, 224, 3) Image 4156 shape after resizing (224, 224, 3) Image 4157 shape after resizing (224, 224, 3) Image 4158 shape after resizing (224, 224, 3) Image 4159 shape after resizing (224, 224, 3) Image 4160 shape after resizing (224, 224, 3) Image 4161 shape after resizing (224, 224, 3) Image 4162 shape after resizing (224, 224, 3) Image 4163 shape after resizing (224, 224, 3) Image 4164 shape after resizing (224, 224, 3) Image 4165 shape after resizing (224, 224, 3) Image 4166 shape after resizing (224, 224, 3) Image 4167 shape after resizing (224, 224, 3) Image 4168 shape after resizing (224, 224, 3) Image 4169 shape after resizing (224, 224, 3) Image 4170 shape after resizing (224, 224, 3) Image 4171 shape after resizing (224, 224, 3) Image 4172 shape after 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4281 shape after resizing (224, 224, 3) Image 4282 shape after resizing (224, 224, 3) Image 4283 shape after resizing (224, 224, 3) Image 4284 shape after resizing (224, 224, 3) Image 4285 shape after resizing (224, 224, 3) Image 4286 shape after resizing (224, 224, 3) Image 4287 shape after resizing (224, 224, 3) Image 4288 shape after resizing (224, 224, 3) Image 4289 shape after resizing (224, 224, 3) Image 4290 shape after resizing (224, 224, 3) Image 4291 shape after resizing (224, 224, 3) Image 4292 shape after resizing (224, 224, 3) Image 4293 shape after resizing (224, 224, 3) Image 4294 shape after resizing (224, 224, 3) Image 4295 shape after resizing (224, 224, 3) Image 4296 shape after resizing (224, 224, 3) Image 4297 shape after resizing (224, 224, 3) Image 4298 shape after resizing (224, 224, 3) Image 4299 shape after resizing (224, 224, 3) Image 4300 shape after resizing (224, 224, 3) Image 4301 shape after resizing (224, 224, 3) Image 4302 shape after resizing (224, 224, 3) Image 4303 shape after resizing (224, 224, 3) Image 4304 shape after resizing (224, 224, 3) Image 4305 shape after resizing (224, 224, 3) Image 4306 shape after resizing (224, 224, 3) Image 4307 shape after resizing (224, 224, 3) Image 4308 shape after resizing (224, 224, 3) Image 4309 shape after resizing (224, 224, 3) Image 4310 shape after resizing (224, 224, 3) Image 4311 shape after resizing (224, 224, 3) Image 4312 shape after resizing (224, 224, 3) Image 4313 shape after resizing (224, 224, 3) Image 4314 shape after resizing (224, 224, 3) Image 4315 shape after resizing (224, 224, 3) Image 4316 shape after resizing (224, 224, 3) Image 4317 shape after resizing (224, 224, 3) Image 4318 shape after resizing (224, 224, 3) Image 4319 shape after resizing (224, 224, 3) Image 4320 shape after resizing (224, 224, 3) Image 4321 shape after resizing (224, 224, 3) Image 4322 shape after resizing (224, 224, 3) Image 4323 shape after resizing (224, 224, 3) Image 4324 shape after 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shape after resizing (224, 224, 3) Image 4803 shape after resizing (224, 224, 3) Image 4804 shape after resizing (224, 224, 3) Image 4805 shape after resizing (224, 224, 3) Image 4806 shape after resizing (224, 224, 3) Image 4807 shape after resizing (224, 224, 3) Image 4808 shape after resizing (224, 224, 3) Image 4809 shape after resizing (224, 224, 3) Image 4810 shape after resizing (224, 224, 3) Image 4811 shape after resizing (224, 224, 3) Image 4812 shape after resizing (224, 224, 3) Image 4813 shape after resizing (224, 224, 3) Image 4814 shape after resizing (224, 224, 3) Image 4815 shape after resizing (224, 224, 3) Image 4816 shape after resizing (224, 224, 3) Image 4817 shape after resizing (224, 224, 3) Image 4818 shape after resizing (224, 224, 3) Image 4819 shape after resizing (224, 224, 3) Image 4820 shape after resizing (224, 224, 3) Image 4821 shape after resizing (224, 224, 3) Image 4822 shape after resizing (224, 224, 3) Image 4823 shape after resizing (224, 224, 3) 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4889 shape after resizing (224, 224, 3) Image 4890 shape after resizing (224, 224, 3) Image 4891 shape after resizing (224, 224, 3) Image 4892 shape after resizing (224, 224, 3) Image 4893 shape after resizing (224, 224, 3) Image 4894 shape after resizing (224, 224, 3) Image 4895 shape after resizing (224, 224, 3) Image 4896 shape after resizing (224, 224, 3) Image 4897 shape after resizing (224, 224, 3) Image 4898 shape after resizing (224, 224, 3) Image 4899 shape after resizing (224, 224, 3) Image 4900 shape after resizing (224, 224, 3) Image 4901 shape after resizing (224, 224, 3) Image 4902 shape after resizing (224, 224, 3) Image 4903 shape after resizing (224, 224, 3) Image 4904 shape after resizing (224, 224, 3) Image 4905 shape after resizing (224, 224, 3) Image 4906 shape after resizing (224, 224, 3) Image 4907 shape after resizing (224, 224, 3) Image 4908 shape after resizing (224, 224, 3) Image 4909 shape after resizing (224, 224, 3) Image 4910 shape after resizing (224, 224, 3) Image 4911 shape after resizing (224, 224, 3) Image 4912 shape after resizing (224, 224, 3) Image 4913 shape after resizing (224, 224, 3) Image 4914 shape after resizing (224, 224, 3) Image 4915 shape after resizing (224, 224, 3) Image 4916 shape after resizing (224, 224, 3) Image 4917 shape after resizing (224, 224, 3) Image 4918 shape after resizing (224, 224, 3) Image 4919 shape after resizing (224, 224, 3) Image 4920 shape after resizing (224, 224, 3) Image 4921 shape after resizing (224, 224, 3) Image 4922 shape after resizing (224, 224, 3) Image 4923 shape after resizing (224, 224, 3) Image 4924 shape after resizing (224, 224, 3) Image 4925 shape after resizing (224, 224, 3) Image 4926 shape after resizing (224, 224, 3) Image 4927 shape after resizing (224, 224, 3) Image 4928 shape after resizing (224, 224, 3) Image 4929 shape after resizing (224, 224, 3) Image 4930 shape after resizing (224, 224, 3) Image 4931 shape after resizing (224, 224, 3) Image 4932 shape after 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224, 3) Image 7799 shape after resizing (224, 224, 3) Image 7800 shape after resizing (224, 224, 3) Image 7801 shape after resizing (224, 224, 3) Image 7802 shape after resizing (224, 224, 3) Image 7803 shape after resizing (224, 224, 3) Image 7804 shape after resizing (224, 224, 3) Image 7805 shape after resizing (224, 224, 3) Image 7806 shape after resizing (224, 224, 3) Image 7807 shape after resizing (224, 224, 3) Image 7808 shape after resizing (224, 224, 3) Image 7809 shape after resizing (224, 224, 3) Image 7810 shape after resizing (224, 224, 3) Image 7811 shape after resizing (224, 224, 3) Image 7812 shape after resizing (224, 224, 3) Image 7813 shape after resizing (224, 224, 3) Image 7814 shape after resizing (224, 224, 3) Image 7815 shape after resizing (224, 224, 3) Image 7816 shape after resizing (224, 224, 3) Image 7817 shape after resizing (224, 224, 3) Image 7818 shape after resizing (224, 224, 3) Image 7819 shape after resizing (224, 224, 3) Image 7820 shape after 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7929 shape after resizing (224, 224, 3) Image 7930 shape after resizing (224, 224, 3) Image 7931 shape after resizing (224, 224, 3) Image 7932 shape after resizing (224, 224, 3) Image 7933 shape after resizing (224, 224, 3) Image 7934 shape after resizing (224, 224, 3) Image 7935 shape after resizing (224, 224, 3) Image 7936 shape after resizing (224, 224, 3) Image 7937 shape after resizing (224, 224, 3) Image 7938 shape after resizing (224, 224, 3) Image 7939 shape after resizing (224, 224, 3) Image 7940 shape after resizing (224, 224, 3) Image 7941 shape after resizing (224, 224, 3) Image 7942 shape after resizing (224, 224, 3) Image 7943 shape after resizing (224, 224, 3) Image 7944 shape after resizing (224, 224, 3) Image 7945 shape after resizing (224, 224, 3) Image 7946 shape after resizing (224, 224, 3) Image 7947 shape after resizing (224, 224, 3) Image 7948 shape after resizing (224, 224, 3) Image 7949 shape after resizing (224, 224, 3) Image 7950 shape after resizing (224, 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8385 shape after resizing (224, 224, 3) Image 8386 shape after resizing (224, 224, 3) Image 8387 shape after resizing (224, 224, 3) Image 8388 shape after resizing (224, 224, 3) Image 8389 shape after resizing (224, 224, 3) Image 8390 shape after resizing (224, 224, 3) Image 8391 shape after resizing (224, 224, 3) Image 8392 shape after resizing (224, 224, 3) Image 8393 shape after resizing (224, 224, 3) Image 8394 shape after resizing (224, 224, 3) Image 8395 shape after resizing (224, 224, 3) Image 8396 shape after resizing (224, 224, 3) Image 8397 shape after resizing (224, 224, 3) Image 8398 shape after resizing (224, 224, 3) Image 8399 shape after resizing (224, 224, 3) Image 8400 shape after resizing (224, 224, 3) Image 8401 shape after resizing (224, 224, 3) Image 8402 shape after resizing (224, 224, 3) Image 8403 shape after resizing (224, 224, 3) Image 8404 shape after resizing (224, 224, 3) Image 8405 shape after resizing (224, 224, 3) Image 8406 shape after resizing (224, 224, 3) Image 8407 shape after resizing (224, 224, 3) Image 8408 shape after resizing (224, 224, 3) Image 8409 shape after resizing (224, 224, 3) Image 8410 shape after resizing (224, 224, 3) Image 8411 shape after resizing (224, 224, 3) Image 8412 shape after resizing (224, 224, 3) Image 8413 shape after resizing (224, 224, 3) Image 8414 shape after resizing (224, 224, 3) Image 8415 shape after resizing (224, 224, 3) Image 8416 shape after resizing (224, 224, 3) Image 8417 shape after resizing (224, 224, 3) Image 8418 shape after resizing (224, 224, 3) Image 8419 shape after resizing (224, 224, 3) Image 8420 shape after resizing (224, 224, 3) Image 8421 shape after resizing (224, 224, 3) Image 8422 shape after resizing (224, 224, 3) Image 8423 shape after resizing (224, 224, 3) Image 8424 shape after resizing (224, 224, 3) Image 8425 shape after resizing (224, 224, 3) Image 8426 shape after resizing (224, 224, 3) Image 8427 shape after resizing (224, 224, 3) Image 8428 shape after 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shape after resizing (224, 224, 3) Image 8451 shape after resizing (224, 224, 3) Image 8452 shape after resizing (224, 224, 3) Image 8453 shape after resizing (224, 224, 3) Image 8454 shape after resizing (224, 224, 3) Image 8455 shape after resizing (224, 224, 3) Image 8456 shape after resizing (224, 224, 3) Image 8457 shape after resizing (224, 224, 3) Image 8458 shape after resizing (224, 224, 3) Image 8459 shape after resizing (224, 224, 3) Image 8460 shape after resizing (224, 224, 3) Image 8461 shape after resizing (224, 224, 3) Image 8462 shape after resizing (224, 224, 3) Image 8463 shape after resizing (224, 224, 3) Image 8464 shape after resizing (224, 224, 3) Image 8465 shape after resizing (224, 224, 3) Image 8466 shape after resizing (224, 224, 3) Image 8467 shape after resizing (224, 224, 3) Image 8468 shape after resizing (224, 224, 3) Image 8469 shape after resizing (224, 224, 3) Image 8470 shape after resizing (224, 224, 3) Image 8471 shape after resizing (224, 224, 3) 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8537 shape after resizing (224, 224, 3) Image 8538 shape after resizing (224, 224, 3) Image 8539 shape after resizing (224, 224, 3) Image 8540 shape after resizing (224, 224, 3) Image 8541 shape after resizing (224, 224, 3) Image 8542 shape after resizing (224, 224, 3) Image 8543 shape after resizing (224, 224, 3) Image 8544 shape after resizing (224, 224, 3) Image 8545 shape after resizing (224, 224, 3) Image 8546 shape after resizing (224, 224, 3) Image 8547 shape after resizing (224, 224, 3) Image 8548 shape after resizing (224, 224, 3) Image 8549 shape after resizing (224, 224, 3) Image 8550 shape after resizing (224, 224, 3) Image 8551 shape after resizing (224, 224, 3) Image 8552 shape after resizing (224, 224, 3) Image 8553 shape after resizing (224, 224, 3) Image 8554 shape after resizing (224, 224, 3) Image 8555 shape after resizing (224, 224, 3) Image 8556 shape after resizing (224, 224, 3) Image 8557 shape after resizing (224, 224, 3) Image 8558 shape after resizing (224, 224, 3) Image 8559 shape after resizing (224, 224, 3) Image 8560 shape after resizing (224, 224, 3) Image 8561 shape after resizing (224, 224, 3) Image 8562 shape after resizing (224, 224, 3) Image 8563 shape after resizing (224, 224, 3) Image 8564 shape after resizing (224, 224, 3) Image 8565 shape after resizing (224, 224, 3) Image 8566 shape after resizing (224, 224, 3) Image 8567 shape after resizing (224, 224, 3) Image 8568 shape after resizing (224, 224, 3) Image 8569 shape after resizing (224, 224, 3) Image 8570 shape after resizing (224, 224, 3) Image 8571 shape after resizing (224, 224, 3) Image 8572 shape after resizing (224, 224, 3) Image 8573 shape after resizing (224, 224, 3) Image 8574 shape after resizing (224, 224, 3) Image 8575 shape after resizing (224, 224, 3) Image 8576 shape after resizing (224, 224, 3) Image 8577 shape after resizing (224, 224, 3) Image 8578 shape after resizing (224, 224, 3) Image 8579 shape after resizing (224, 224, 3) Image 8580 shape after 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shape after resizing (224, 224, 3) Image 8603 shape after resizing (224, 224, 3) Image 8604 shape after resizing (224, 224, 3) Image 8605 shape after resizing (224, 224, 3) Image 8606 shape after resizing (224, 224, 3) Image 8607 shape after resizing (224, 224, 3) Image 8608 shape after resizing (224, 224, 3) Image 8609 shape after resizing (224, 224, 3) Image 8610 shape after resizing (224, 224, 3) Image 8611 shape after resizing (224, 224, 3) Image 8612 shape after resizing (224, 224, 3) Image 8613 shape after resizing (224, 224, 3) Image 8614 shape after resizing (224, 224, 3) Image 8615 shape after resizing (224, 224, 3) Image 8616 shape after resizing (224, 224, 3) Image 8617 shape after resizing (224, 224, 3) Image 8618 shape after resizing (224, 224, 3) Image 8619 shape after resizing (224, 224, 3) Image 8620 shape after resizing (224, 224, 3) Image 8621 shape after resizing (224, 224, 3) Image 8622 shape after resizing (224, 224, 3) Image 8623 shape after resizing (224, 224, 3) Image 8624 shape after resizing (224, 224, 3) Image 8625 shape after resizing (224, 224, 3) Image 8626 shape after resizing (224, 224, 3) Image 8627 shape after resizing (224, 224, 3) Image 8628 shape after resizing (224, 224, 3) Image 8629 shape after resizing (224, 224, 3) Image 8630 shape after resizing (224, 224, 3) Image 8631 shape after resizing (224, 224, 3) Image 8632 shape after resizing (224, 224, 3) Image 8633 shape after resizing (224, 224, 3) Image 8634 shape after resizing (224, 224, 3) Image 8635 shape after resizing (224, 224, 3) Image 8636 shape after resizing (224, 224, 3) Image 8637 shape after resizing (224, 224, 3) Image 8638 shape after resizing (224, 224, 3) Image 8639 shape after resizing (224, 224, 3) Image 8640 shape after resizing (224, 224, 3) Image 8641 shape after resizing (224, 224, 3) Image 8642 shape after resizing (224, 224, 3) Image 8643 shape after resizing (224, 224, 3) Image 8644 shape after resizing (224, 224, 3) Image 8645 shape after resizing 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8689 shape after resizing (224, 224, 3) Image 8690 shape after resizing (224, 224, 3) Image 8691 shape after resizing (224, 224, 3) Image 8692 shape after resizing (224, 224, 3) Image 8693 shape after resizing (224, 224, 3) Image 8694 shape after resizing (224, 224, 3) Image 8695 shape after resizing (224, 224, 3) Image 8696 shape after resizing (224, 224, 3) Image 8697 shape after resizing (224, 224, 3) Image 8698 shape after resizing (224, 224, 3) Image 8699 shape after resizing (224, 224, 3) Image 8700 shape after resizing (224, 224, 3) Image 8701 shape after resizing (224, 224, 3) Image 8702 shape after resizing (224, 224, 3) Image 8703 shape after resizing (224, 224, 3) Image 8704 shape after resizing (224, 224, 3) Image 8705 shape after resizing (224, 224, 3) Image 8706 shape after resizing (224, 224, 3) Image 8707 shape after resizing (224, 224, 3) Image 8708 shape after resizing (224, 224, 3) Image 8709 shape after resizing (224, 224, 3) Image 8710 shape after resizing (224, 224, 3) Image 8711 shape after resizing (224, 224, 3) Image 8712 shape after resizing (224, 224, 3) Image 8713 shape after resizing (224, 224, 3) Image 8714 shape after resizing (224, 224, 3) Image 8715 shape after resizing (224, 224, 3) Image 8716 shape after resizing (224, 224, 3) Image 8717 shape after resizing (224, 224, 3) Image 8718 shape after resizing (224, 224, 3) Image 8719 shape after resizing (224, 224, 3) Image 8720 shape after resizing (224, 224, 3) Image 8721 shape after resizing (224, 224, 3) Image 8722 shape after resizing (224, 224, 3) Image 8723 shape after resizing (224, 224, 3) Image 8724 shape after resizing (224, 224, 3) Image 8725 shape after resizing (224, 224, 3) Image 8726 shape after resizing (224, 224, 3) Image 8727 shape after resizing (224, 224, 3) Image 8728 shape after resizing (224, 224, 3) Image 8729 shape after resizing (224, 224, 3) Image 8730 shape after resizing (224, 224, 3) Image 8731 shape after resizing (224, 224, 3) Image 8732 shape after 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shape after resizing (224, 224, 3) Image 8755 shape after resizing (224, 224, 3) Image 8756 shape after resizing (224, 224, 3) Image 8757 shape after resizing (224, 224, 3) Image 8758 shape after resizing (224, 224, 3) Image 8759 shape after resizing (224, 224, 3) Image 8760 shape after resizing (224, 224, 3) Image 8761 shape after resizing (224, 224, 3) Image 8762 shape after resizing (224, 224, 3) Image 8763 shape after resizing (224, 224, 3) Image 8764 shape after resizing (224, 224, 3) Image 8765 shape after resizing (224, 224, 3) Image 8766 shape after resizing (224, 224, 3) Image 8767 shape after resizing (224, 224, 3) Image 8768 shape after resizing (224, 224, 3) Image 8769 shape after resizing (224, 224, 3) Image 8770 shape after resizing (224, 224, 3) Image 8771 shape after resizing (224, 224, 3) Image 8772 shape after resizing (224, 224, 3) Image 8773 shape after resizing (224, 224, 3) Image 8774 shape after resizing (224, 224, 3) Image 8775 shape after resizing (224, 224, 3) Image 8776 shape after resizing (224, 224, 3) Image 8777 shape after resizing (224, 224, 3) Image 8778 shape after resizing (224, 224, 3) Image 8779 shape after resizing (224, 224, 3) Image 8780 shape after resizing (224, 224, 3) Image 8781 shape after resizing (224, 224, 3) Image 8782 shape after resizing (224, 224, 3) Image 8783 shape after resizing (224, 224, 3) Image 8784 shape after resizing (224, 224, 3) Image 8785 shape after resizing (224, 224, 3) Image 8786 shape after resizing (224, 224, 3) Image 8787 shape after resizing (224, 224, 3) Image 8788 shape after resizing (224, 224, 3) Image 8789 shape after resizing (224, 224, 3) Image 8790 shape after resizing (224, 224, 3) Image 8791 shape after resizing (224, 224, 3) Image 8792 shape after resizing (224, 224, 3) Image 8793 shape after resizing (224, 224, 3) Image 8794 shape after resizing (224, 224, 3) Image 8795 shape after resizing (224, 224, 3) Image 8796 shape after resizing (224, 224, 3) Image 8797 shape after resizing 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8841 shape after resizing (224, 224, 3) Image 8842 shape after resizing (224, 224, 3) Image 8843 shape after resizing (224, 224, 3) Image 8844 shape after resizing (224, 224, 3) Image 8845 shape after resizing (224, 224, 3) Image 8846 shape after resizing (224, 224, 3) Image 8847 shape after resizing (224, 224, 3) Image 8848 shape after resizing (224, 224, 3) Image 8849 shape after resizing (224, 224, 3) Image 8850 shape after resizing (224, 224, 3) Image 8851 shape after resizing (224, 224, 3) Image 8852 shape after resizing (224, 224, 3) Image 8853 shape after resizing (224, 224, 3) Image 8854 shape after resizing (224, 224, 3) Image 8855 shape after resizing (224, 224, 3) Image 8856 shape after resizing (224, 224, 3) Image 8857 shape after resizing (224, 224, 3) Image 8858 shape after resizing (224, 224, 3) Image 8859 shape after resizing (224, 224, 3) Image 8860 shape after resizing (224, 224, 3) Image 8861 shape after resizing (224, 224, 3) Image 8862 shape after resizing (224, 224, 3) Image 8863 shape after resizing (224, 224, 3) Image 8864 shape after resizing (224, 224, 3) Image 8865 shape after resizing (224, 224, 3) Image 8866 shape after resizing (224, 224, 3) Image 8867 shape after resizing (224, 224, 3) Image 8868 shape after resizing (224, 224, 3) Image 8869 shape after resizing (224, 224, 3) Image 8870 shape after resizing (224, 224, 3) Image 8871 shape after resizing (224, 224, 3) Image 8872 shape after resizing (224, 224, 3) Image 8873 shape after resizing (224, 224, 3) Image 8874 shape after resizing (224, 224, 3) Image 8875 shape after resizing (224, 224, 3) Image 8876 shape after resizing (224, 224, 3) Image 8877 shape after resizing (224, 224, 3) Image 8878 shape after resizing (224, 224, 3) Image 8879 shape after resizing (224, 224, 3) Image 8880 shape after resizing (224, 224, 3) Image 8881 shape after resizing (224, 224, 3) Image 8882 shape after resizing (224, 224, 3) Image 8883 shape after resizing (224, 224, 3) Image 8884 shape after 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shape after resizing (224, 224, 3) Image 8907 shape after resizing (224, 224, 3) Image 8908 shape after resizing (224, 224, 3) Image 8909 shape after resizing (224, 224, 3) Image 8910 shape after resizing (224, 224, 3) Image 8911 shape after resizing (224, 224, 3) Image 8912 shape after resizing (224, 224, 3) Image 8913 shape after resizing (224, 224, 3) Image 8914 shape after resizing (224, 224, 3) Image 8915 shape after resizing (224, 224, 3) Image 8916 shape after resizing (224, 224, 3) Image 8917 shape after resizing (224, 224, 3) Image 8918 shape after resizing (224, 224, 3) Image 8919 shape after resizing (224, 224, 3) Image 8920 shape after resizing (224, 224, 3) Image 8921 shape after resizing (224, 224, 3) Image 8922 shape after resizing (224, 224, 3) Image 8923 shape after resizing (224, 224, 3) Image 8924 shape after resizing (224, 224, 3) Image 8925 shape after resizing (224, 224, 3) Image 8926 shape after resizing (224, 224, 3) Image 8927 shape after resizing (224, 224, 3) Image 8928 shape after resizing (224, 224, 3) Image 8929 shape after resizing (224, 224, 3) Image 8930 shape after resizing (224, 224, 3) Image 8931 shape after resizing (224, 224, 3) Image 8932 shape after resizing (224, 224, 3) Image 8933 shape after resizing (224, 224, 3) Image 8934 shape after resizing (224, 224, 3) Image 8935 shape after resizing (224, 224, 3) Image 8936 shape after resizing (224, 224, 3) Image 8937 shape after resizing (224, 224, 3) Image 8938 shape after resizing (224, 224, 3) Image 8939 shape after resizing (224, 224, 3) Image 8940 shape after resizing (224, 224, 3) Image 8941 shape after resizing (224, 224, 3) Image 8942 shape after resizing (224, 224, 3) Image 8943 shape after resizing (224, 224, 3) Image 8944 shape after resizing (224, 224, 3) Image 8945 shape after resizing (224, 224, 3) Image 8946 shape after resizing (224, 224, 3) Image 8947 shape after resizing (224, 224, 3) Image 8948 shape after resizing (224, 224, 3) Image 8949 shape after resizing 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after resizing (224, 224, 3) Image 8972 shape after resizing (224, 224, 3) Image 8973 shape after resizing (224, 224, 3) Image 8974 shape after resizing (224, 224, 3) Image 8975 shape after resizing (224, 224, 3) Image 8976 shape after resizing (224, 224, 3) Image 8977 shape after resizing (224, 224, 3) Image 8978 shape after resizing (224, 224, 3) Image 8979 shape after resizing (224, 224, 3) Image 8980 shape after resizing (224, 224, 3) Image 8981 shape after resizing (224, 224, 3) Image 8982 shape after resizing (224, 224, 3) Image 8983 shape after resizing (224, 224, 3) Image 8984 shape after resizing (224, 224, 3) Image 8985 shape after resizing (224, 224, 3) Image 8986 shape after resizing (224, 224, 3) Image 8987 shape after resizing (224, 224, 3) Image 8988 shape after resizing (224, 224, 3) Image 8989 shape after resizing (224, 224, 3) Image 8990 shape after resizing (224, 224, 3) Image 8991 shape after resizing (224, 224, 3) Image 8992 shape after resizing (224, 224, 3) Image 8993 shape after resizing (224, 224, 3) Image 8994 shape after resizing (224, 224, 3) Image 8995 shape after resizing (224, 224, 3) Image 8996 shape after resizing (224, 224, 3) Image 8997 shape after resizing (224, 224, 3) Image 8998 shape after resizing (224, 224, 3) Image 8999 shape after resizing (224, 224, 3) Image 9000 shape after resizing (224, 224, 3) Image 9001 shape after resizing (224, 224, 3) Image 9002 shape after resizing (224, 224, 3) Image 9003 shape after resizing (224, 224, 3) Image 9004 shape after resizing (224, 224, 3) Image 9005 shape after resizing (224, 224, 3) Image 9006 shape after resizing (224, 224, 3) Image 9007 shape after resizing (224, 224, 3) Image 9008 shape after resizing (224, 224, 3) Image 9009 shape after resizing (224, 224, 3) Image 9010 shape after resizing (224, 224, 3) Image 9011 shape after resizing (224, 224, 3) Image 9012 shape after resizing (224, 224, 3) Image 9013 shape after resizing (224, 224, 3) Image 9014 shape after resizing (224, 224, 3) Image 9015 shape after resizing (224, 224, 3) Image 9016 shape after resizing (224, 224, 3) Image 9017 shape after resizing (224, 224, 3) Image 9018 shape after resizing (224, 224, 3) Image 9019 shape after resizing (224, 224, 3) Image 9020 shape after resizing (224, 224, 3) Image 9021 shape after resizing (224, 224, 3) Image 9022 shape after resizing (224, 224, 3) Image 9023 shape after resizing (224, 224, 3) Image 9024 shape after resizing (224, 224, 3) Image 9025 shape after resizing (224, 224, 3) Image 9026 shape after resizing (224, 224, 3) Image 9027 shape after resizing (224, 224, 3) Image 9028 shape after resizing (224, 224, 3) Image 9029 shape after resizing (224, 224, 3) Image 9030 shape after resizing (224, 224, 3) Image 9031 shape after resizing (224, 224, 3) Image 9032 shape after resizing (224, 224, 3) Image 9033 shape after resizing (224, 224, 3) Image 9034 shape after resizing (224, 224, 3) Image 9035 shape after resizing (224, 224, 3) Image 9036 shape after resizing (224, 224, 3) Image 9037 shape after resizing (224, 224, 3) Image 9038 shape after resizing (224, 224, 3) Image 9039 shape after resizing (224, 224, 3) Image 9040 shape after resizing (224, 224, 3) Image 9041 shape after resizing (224, 224, 3) Image 9042 shape after resizing (224, 224, 3) Image 9043 shape after resizing (224, 224, 3) Image 9044 shape after resizing (224, 224, 3) Image 9045 shape after resizing (224, 224, 3) Image 9046 shape after resizing (224, 224, 3) Image 9047 shape after resizing (224, 224, 3) Image 9048 shape after resizing (224, 224, 3) Image 9049 shape after resizing (224, 224, 3) Image 9050 shape after resizing (224, 224, 3) Image 9051 shape after resizing (224, 224, 3) Image 9052 shape after resizing (224, 224, 3) Image 9053 shape after resizing (224, 224, 3) Image 9054 shape after resizing (224, 224, 3) Image 9055 shape after resizing (224, 224, 3) Image 9056 shape after resizing (224, 224, 3) Image 9057 shape after resizing (224, 224, 3) Image 9058 shape after resizing (224, 224, 3) Image 9059 shape after resizing (224, 224, 3) Image 9060 shape after resizing (224, 224, 3) Image 9061 shape after resizing (224, 224, 3) Image 9062 shape after resizing (224, 224, 3) Image 9063 shape after resizing (224, 224, 3) Image 9064 shape after resizing (224, 224, 3) Image 9065 shape after resizing (224, 224, 3) Image 9066 shape after resizing (224, 224, 3) Image 9067 shape after resizing (224, 224, 3) Image 9068 shape after resizing (224, 224, 3) Image 9069 shape after resizing (224, 224, 3) Image 9070 shape after resizing (224, 224, 3) Image 9071 shape after resizing (224, 224, 3) Image 9072 shape after resizing (224, 224, 3) Image 9073 shape after resizing (224, 224, 3) Image 9074 shape after resizing (224, 224, 3) Image 9075 shape after resizing (224, 224, 3) Image 9076 shape after resizing (224, 224, 3) Image 9077 shape after resizing (224, 224, 3) Image 9078 shape after resizing (224, 224, 3) Image 9079 shape after resizing (224, 224, 3) Image 9080 shape after resizing (224, 224, 3) Image 9081 shape after resizing (224, 224, 3) Image 9082 shape after resizing (224, 224, 3) Image 9083 shape after resizing (224, 224, 3) Image 9084 shape after resizing (224, 224, 3) Image 9085 shape after resizing (224, 224, 3) Image 9086 shape after resizing (224, 224, 3) Image 9087 shape after resizing (224, 224, 3) Image 9088 shape after resizing (224, 224, 3) Image 9089 shape after resizing (224, 224, 3) Image 9090 shape after resizing (224, 224, 3) Image 9091 shape after resizing (224, 224, 3) Image 9092 shape after resizing (224, 224, 3) Image 9093 shape after resizing (224, 224, 3) Image 9094 shape after resizing (224, 224, 3) Image 9095 shape after resizing (224, 224, 3) Image 9096 shape after resizing (224, 224, 3) Image 9097 shape after resizing (224, 224, 3) Image 9098 shape after resizing (224, 224, 3) Image 9099 shape after resizing (224, 224, 3) Image 9100 shape after resizing (224, 224, 3) Image 9101 shape after resizing 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9297 shape after resizing (224, 224, 3) Image 9298 shape after resizing (224, 224, 3) Image 9299 shape after resizing (224, 224, 3) Image 9300 shape after resizing (224, 224, 3) Image 9301 shape after resizing (224, 224, 3) Image 9302 shape after resizing (224, 224, 3) Image 9303 shape after resizing (224, 224, 3) Image 9304 shape after resizing (224, 224, 3) Image 9305 shape after resizing (224, 224, 3) Image 9306 shape after resizing (224, 224, 3) Image 9307 shape after resizing (224, 224, 3) Image 9308 shape after resizing (224, 224, 3) Image 9309 shape after resizing (224, 224, 3) Image 9310 shape after resizing (224, 224, 3) Image 9311 shape after resizing (224, 224, 3) Image 9312 shape after resizing (224, 224, 3) Image 9313 shape after resizing (224, 224, 3) Image 9314 shape after resizing (224, 224, 3) Image 9315 shape after resizing (224, 224, 3) Image 9316 shape after resizing (224, 224, 3) Image 9317 shape after resizing (224, 224, 3) Image 9318 shape after resizing (224, 224, 3) Image 9319 shape after resizing (224, 224, 3) Image 9320 shape after resizing (224, 224, 3) Image 9321 shape after resizing (224, 224, 3) Image 9322 shape after resizing (224, 224, 3) Image 9323 shape after resizing (224, 224, 3) Image 9324 shape after resizing (224, 224, 3) Image 9325 shape after resizing (224, 224, 3) Image 9326 shape after resizing (224, 224, 3) Image 9327 shape after resizing (224, 224, 3) Image 9328 shape after resizing (224, 224, 3) Image 9329 shape after resizing (224, 224, 3) Image 9330 shape after resizing (224, 224, 3) Image 9331 shape after resizing (224, 224, 3) Image 9332 shape after resizing (224, 224, 3) Image 9333 shape after resizing (224, 224, 3) Image 9334 shape after resizing (224, 224, 3) Image 9335 shape after resizing (224, 224, 3) Image 9336 shape after resizing (224, 224, 3) Image 9337 shape after resizing (224, 224, 3) Image 9338 shape after resizing (224, 224, 3) Image 9339 shape after resizing (224, 224, 3) Image 9340 shape after 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9449 shape after resizing (224, 224, 3) Image 9450 shape after resizing (224, 224, 3) Image 9451 shape after resizing (224, 224, 3) Image 9452 shape after resizing (224, 224, 3) Image 9453 shape after resizing (224, 224, 3) Image 9454 shape after resizing (224, 224, 3) Image 9455 shape after resizing (224, 224, 3) Image 9456 shape after resizing (224, 224, 3) Image 9457 shape after resizing (224, 224, 3) Image 9458 shape after resizing (224, 224, 3) Image 9459 shape after resizing (224, 224, 3) Image 9460 shape after resizing (224, 224, 3) Image 9461 shape after resizing (224, 224, 3) Image 9462 shape after resizing (224, 224, 3) Image 9463 shape after resizing (224, 224, 3) Image 9464 shape after resizing (224, 224, 3) Image 9465 shape after resizing (224, 224, 3) Image 9466 shape after resizing (224, 224, 3) Image 9467 shape after resizing (224, 224, 3) Image 9468 shape after resizing (224, 224, 3) Image 9469 shape after resizing (224, 224, 3) Image 9470 shape after resizing (224, 224, 3) Image 9471 shape after resizing (224, 224, 3) Image 9472 shape after resizing (224, 224, 3) Image 9473 shape after resizing (224, 224, 3) Image 9474 shape after resizing (224, 224, 3) Image 9475 shape after resizing (224, 224, 3) Image 9476 shape after resizing (224, 224, 3) Image 9477 shape after resizing (224, 224, 3) Image 9478 shape after resizing (224, 224, 3) Image 9479 shape after resizing (224, 224, 3) Image 9480 shape after resizing (224, 224, 3) Image 9481 shape after resizing (224, 224, 3) Image 9482 shape after resizing (224, 224, 3) Image 9483 shape after resizing (224, 224, 3) Image 9484 shape after resizing (224, 224, 3) Image 9485 shape after resizing (224, 224, 3) Image 9486 shape after resizing (224, 224, 3) Image 9487 shape after resizing (224, 224, 3) Image 9488 shape after resizing (224, 224, 3) Image 9489 shape after resizing (224, 224, 3) Image 9490 shape after resizing (224, 224, 3) Image 9491 shape after resizing (224, 224, 3) Image 9492 shape after 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9601 shape after resizing (224, 224, 3) Image 9602 shape after resizing (224, 224, 3) Image 9603 shape after resizing (224, 224, 3) Image 9604 shape after resizing (224, 224, 3) Image 9605 shape after resizing (224, 224, 3) Image 9606 shape after resizing (224, 224, 3) Image 9607 shape after resizing (224, 224, 3) Image 9608 shape after resizing (224, 224, 3) Image 9609 shape after resizing (224, 224, 3) Image 9610 shape after resizing (224, 224, 3) Image 9611 shape after resizing (224, 224, 3) Image 9612 shape after resizing (224, 224, 3) Image 9613 shape after resizing (224, 224, 3) Image 9614 shape after resizing (224, 224, 3) Image 9615 shape after resizing (224, 224, 3) Image 9616 shape after resizing (224, 224, 3) Image 9617 shape after resizing (224, 224, 3) Image 9618 shape after resizing (224, 224, 3) Image 9619 shape after resizing (224, 224, 3) Image 9620 shape after resizing (224, 224, 3) Image 9621 shape after resizing (224, 224, 3) Image 9622 shape after resizing (224, 224, 3) Image 9623 shape after resizing (224, 224, 3) Image 9624 shape after resizing (224, 224, 3) Image 9625 shape after resizing (224, 224, 3) Image 9626 shape after resizing (224, 224, 3) Image 9627 shape after resizing (224, 224, 3) Image 9628 shape after resizing (224, 224, 3) Image 9629 shape after resizing (224, 224, 3) Image 9630 shape after resizing (224, 224, 3) Image 9631 shape after resizing (224, 224, 3) Image 9632 shape after resizing (224, 224, 3) Image 9633 shape after resizing (224, 224, 3) Image 9634 shape after resizing (224, 224, 3) Image 9635 shape after resizing (224, 224, 3) Image 9636 shape after resizing (224, 224, 3) Image 9637 shape after resizing (224, 224, 3) Image 9638 shape after resizing (224, 224, 3) Image 9639 shape after resizing (224, 224, 3) Image 9640 shape after resizing (224, 224, 3) Image 9641 shape after resizing (224, 224, 3) Image 9642 shape after resizing (224, 224, 3) Image 9643 shape after resizing (224, 224, 3) Image 9644 shape after 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9905 shape after resizing (224, 224, 3) Image 9906 shape after resizing (224, 224, 3) Image 9907 shape after resizing (224, 224, 3) Image 9908 shape after resizing (224, 224, 3) Image 9909 shape after resizing (224, 224, 3) Image 9910 shape after resizing (224, 224, 3) Image 9911 shape after resizing (224, 224, 3) Image 9912 shape after resizing (224, 224, 3) Image 9913 shape after resizing (224, 224, 3) Image 9914 shape after resizing (224, 224, 3) Image 9915 shape after resizing (224, 224, 3) Image 9916 shape after resizing (224, 224, 3) Image 9917 shape after resizing (224, 224, 3) Image 9918 shape after resizing (224, 224, 3) Image 9919 shape after resizing (224, 224, 3) Image 9920 shape after resizing (224, 224, 3) Image 9921 shape after resizing (224, 224, 3) Image 9922 shape after resizing (224, 224, 3) Image 9923 shape after resizing (224, 224, 3) Image 9924 shape after resizing (224, 224, 3) Image 9925 shape after resizing (224, 224, 3) Image 9926 shape after resizing (224, 224, 3) Image 9927 shape after resizing (224, 224, 3) Image 9928 shape after resizing (224, 224, 3) Image 9929 shape after resizing (224, 224, 3) Image 9930 shape after resizing (224, 224, 3) Image 9931 shape after resizing (224, 224, 3) Image 9932 shape after resizing (224, 224, 3) Image 9933 shape after resizing (224, 224, 3) Image 9934 shape after resizing (224, 224, 3) Image 9935 shape after resizing (224, 224, 3) Image 9936 shape after resizing (224, 224, 3) Image 9937 shape after resizing (224, 224, 3) Image 9938 shape after resizing (224, 224, 3) Image 9939 shape after resizing (224, 224, 3) Image 9940 shape after resizing (224, 224, 3) Image 9941 shape after resizing (224, 224, 3) Image 9942 shape after resizing (224, 224, 3) Image 9943 shape after resizing (224, 224, 3) Image 9944 shape after resizing (224, 224, 3) Image 9945 shape after resizing (224, 224, 3) Image 9946 shape after resizing (224, 224, 3) Image 9947 shape after resizing (224, 224, 3) Image 9948 shape after 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Image 11182 shape after resizing (224, 224, 3) Image 11183 shape after resizing (224, 224, 3) Image 11184 shape after resizing (224, 224, 3) Image 11185 shape after resizing (224, 224, 3) Image 11186 shape after resizing (224, 224, 3) Image 11187 shape after resizing (224, 224, 3) Image 11188 shape after resizing (224, 224, 3) Image 11189 shape after resizing (224, 224, 3) Image 11190 shape after resizing (224, 224, 3) Image 11191 shape after resizing (224, 224, 3) Image 11192 shape after resizing (224, 224, 3) Image 11193 shape after resizing (224, 224, 3) Image 11194 shape after resizing (224, 224, 3) Image 11195 shape after resizing (224, 224, 3) Image 11196 shape after resizing (224, 224, 3) Image 11197 shape after resizing (224, 224, 3) Image 11198 shape after resizing (224, 224, 3) Image 11199 shape after resizing (224, 224, 3) Image 11200 shape after resizing (224, 224, 3) Image 11201 shape after resizing (224, 224, 3) Image 11202 shape after resizing (224, 224, 3) Image 11203 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Image 11267 shape after resizing (224, 224, 3) Image 11268 shape after resizing (224, 224, 3) Image 11269 shape after resizing (224, 224, 3) Image 11270 shape after resizing (224, 224, 3) Image 11271 shape after resizing (224, 224, 3) Image 11272 shape after resizing (224, 224, 3) Image 11273 shape after resizing (224, 224, 3) Image 11274 shape after resizing (224, 224, 3) Image 11275 shape after resizing (224, 224, 3) Image 11276 shape after resizing (224, 224, 3) Image 11277 shape after resizing (224, 224, 3) Image 11278 shape after resizing (224, 224, 3) Image 11279 shape after resizing (224, 224, 3) Image 11280 shape after resizing (224, 224, 3) Image 11281 shape after resizing (224, 224, 3) Image 11282 shape after resizing (224, 224, 3) Image 11283 shape after resizing (224, 224, 3) Image 11284 shape after resizing (224, 224, 3) Image 11285 shape after resizing (224, 224, 3) Image 11286 shape after resizing (224, 224, 3) Image 11287 shape after resizing (224, 224, 3) Image 11288 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Image 11352 shape after resizing (224, 224, 3) Image 11353 shape after resizing (224, 224, 3) Image 11354 shape after resizing (224, 224, 3) Image 11355 shape after resizing (224, 224, 3) Image 11356 shape after resizing (224, 224, 3) Image 11357 shape after resizing (224, 224, 3) Image 11358 shape after resizing (224, 224, 3) Image 11359 shape after resizing (224, 224, 3) Image 11360 shape after resizing (224, 224, 3) Image 11361 shape after resizing (224, 224, 3) Image 11362 shape after resizing (224, 224, 3) Image 11363 shape after resizing (224, 224, 3) Image 11364 shape after resizing (224, 224, 3) Image 11365 shape after resizing (224, 224, 3) Image 11366 shape after resizing (224, 224, 3) Image 11367 shape after resizing (224, 224, 3) Image 11368 shape after resizing (224, 224, 3) Image 11369 shape after resizing (224, 224, 3) Image 11370 shape after resizing (224, 224, 3) Image 11371 shape after resizing (224, 224, 3) Image 11372 shape after resizing (224, 224, 3) Image 11373 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Image 11437 shape after resizing (224, 224, 3) Image 11438 shape after resizing (224, 224, 3) Image 11439 shape after resizing (224, 224, 3) Image 11440 shape after resizing (224, 224, 3) Image 11441 shape after resizing (224, 224, 3) Image 11442 shape after resizing (224, 224, 3) Image 11443 shape after resizing (224, 224, 3) Image 11444 shape after resizing (224, 224, 3) Image 11445 shape after resizing (224, 224, 3) Image 11446 shape after resizing (224, 224, 3) Image 11447 shape after resizing (224, 224, 3) Image 11448 shape after resizing (224, 224, 3) Image 11449 shape after resizing (224, 224, 3) Image 11450 shape after resizing (224, 224, 3) Image 11451 shape after resizing (224, 224, 3) Image 11452 shape after resizing (224, 224, 3) Image 11453 shape after resizing (224, 224, 3) Image 11454 shape after resizing (224, 224, 3) Image 11455 shape after resizing (224, 224, 3) Image 11456 shape after resizing (224, 224, 3) Image 11457 shape after resizing (224, 224, 3) Image 11458 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Image 11522 shape after resizing (224, 224, 3) Image 11523 shape after resizing (224, 224, 3) Image 11524 shape after resizing (224, 224, 3) Image 11525 shape after resizing (224, 224, 3) Image 11526 shape after resizing (224, 224, 3) Image 11527 shape after resizing (224, 224, 3) Image 11528 shape after resizing (224, 224, 3) Image 11529 shape after resizing (224, 224, 3) Image 11530 shape after resizing (224, 224, 3) Image 11531 shape after resizing (224, 224, 3) Image 11532 shape after resizing (224, 224, 3) Image 11533 shape after resizing (224, 224, 3) Image 11534 shape after resizing (224, 224, 3) Image 11535 shape after resizing (224, 224, 3) Image 11536 shape after resizing (224, 224, 3) Image 11537 shape after resizing (224, 224, 3) Image 11538 shape after resizing (224, 224, 3) Image 11539 shape after resizing (224, 224, 3) Image 11540 shape after resizing (224, 224, 3) Image 11541 shape after resizing (224, 224, 3) Image 11542 shape after resizing (224, 224, 3) Image 11543 shape after resizing (224, 224, 3) Image 11544 shape after resizing (224, 224, 3) Image 11545 shape after resizing (224, 224, 3) Image 11546 shape after resizing (224, 224, 3) Image 11547 shape after resizing (224, 224, 3) Image 11548 shape after resizing (224, 224, 3) Image 11549 shape after resizing (224, 224, 3) Image 11550 shape after resizing (224, 224, 3) Image 11551 shape after resizing (224, 224, 3) Image 11552 shape after resizing (224, 224, 3) Image 11553 shape after resizing (224, 224, 3) Image 11554 shape after resizing (224, 224, 3) Image 11555 shape after resizing (224, 224, 3) Image 11556 shape after resizing (224, 224, 3) Image 11557 shape after resizing (224, 224, 3) Image 11558 shape after resizing (224, 224, 3) Image 11559 shape after resizing (224, 224, 3) Image 11560 shape after resizing (224, 224, 3) Image 11561 shape after resizing (224, 224, 3) Image 11562 shape after resizing (224, 224, 3) Image 11563 shape after resizing (224, 224, 3) Image 11564 shape after resizing (224, 224, 3) Image 11565 shape after resizing (224, 224, 3) Image 11566 shape after resizing (224, 224, 3) Image 11567 shape after resizing (224, 224, 3) Image 11568 shape after resizing (224, 224, 3) Image 11569 shape after resizing (224, 224, 3) Image 11570 shape after resizing (224, 224, 3) Image 11571 shape after resizing (224, 224, 3) Image 11572 shape after resizing (224, 224, 3) Image 11573 shape after resizing (224, 224, 3) Image 11574 shape after resizing (224, 224, 3) Image 11575 shape after resizing (224, 224, 3) Image 11576 shape after resizing (224, 224, 3) Image 11577 shape after resizing (224, 224, 3) Image 11578 shape after resizing (224, 224, 3) Image 11579 shape after resizing (224, 224, 3) Image 11580 shape after resizing (224, 224, 3) Image 11581 shape after resizing (224, 224, 3) Image 11582 shape after resizing (224, 224, 3) Image 11583 shape after resizing (224, 224, 3) Image 11584 shape after resizing (224, 224, 3) Image 11585 shape after resizing 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Image 11607 shape after resizing (224, 224, 3) Image 11608 shape after resizing (224, 224, 3) Image 11609 shape after resizing (224, 224, 3) Image 11610 shape after resizing (224, 224, 3) Image 11611 shape after resizing (224, 224, 3) Image 11612 shape after resizing (224, 224, 3) Image 11613 shape after resizing (224, 224, 3) Image 11614 shape after resizing (224, 224, 3) Image 11615 shape after resizing (224, 224, 3) Image 11616 shape after resizing (224, 224, 3) Image 11617 shape after resizing (224, 224, 3) Image 11618 shape after resizing (224, 224, 3) Image 11619 shape after resizing (224, 224, 3) Image 11620 shape after resizing (224, 224, 3) Image 11621 shape after resizing (224, 224, 3) Image 11622 shape after resizing (224, 224, 3) Image 11623 shape after resizing (224, 224, 3) Image 11624 shape after resizing (224, 224, 3) Image 11625 shape after resizing (224, 224, 3) Image 11626 shape after resizing (224, 224, 3) Image 11627 shape after resizing (224, 224, 3) Image 11628 shape after resizing (224, 224, 3) Image 11629 shape after resizing (224, 224, 3) Image 11630 shape after resizing (224, 224, 3) Image 11631 shape after resizing (224, 224, 3) Image 11632 shape after resizing (224, 224, 3) Image 11633 shape after resizing (224, 224, 3) Image 11634 shape after resizing (224, 224, 3) Image 11635 shape after resizing (224, 224, 3) Image 11636 shape after resizing (224, 224, 3) Image 11637 shape after resizing (224, 224, 3) Image 11638 shape after resizing (224, 224, 3) Image 11639 shape after resizing (224, 224, 3) Image 11640 shape after resizing (224, 224, 3) Image 11641 shape after resizing (224, 224, 3) Image 11642 shape after resizing (224, 224, 3) Image 11643 shape after resizing (224, 224, 3) Image 11644 shape after resizing (224, 224, 3) Image 11645 shape after resizing (224, 224, 3) Image 11646 shape after resizing (224, 224, 3) Image 11647 shape after resizing (224, 224, 3) Image 11648 shape after resizing (224, 224, 3) Image 11649 shape after resizing (224, 224, 3) Image 11650 shape after resizing (224, 224, 3) Image 11651 shape after resizing (224, 224, 3) Image 11652 shape after resizing (224, 224, 3) Image 11653 shape after resizing (224, 224, 3) Image 11654 shape after resizing (224, 224, 3) Image 11655 shape after resizing (224, 224, 3) Image 11656 shape after resizing (224, 224, 3) Image 11657 shape after resizing (224, 224, 3) Image 11658 shape after resizing (224, 224, 3) Image 11659 shape after resizing (224, 224, 3) Image 11660 shape after resizing (224, 224, 3) Image 11661 shape after resizing (224, 224, 3) Image 11662 shape after resizing (224, 224, 3) Image 11663 shape after resizing (224, 224, 3) Image 11664 shape after resizing (224, 224, 3) Image 11665 shape after resizing (224, 224, 3) Image 11666 shape after resizing (224, 224, 3) Image 11667 shape after resizing (224, 224, 3) Image 11668 shape after resizing (224, 224, 3) Image 11669 shape after resizing (224, 224, 3) Image 11670 shape after resizing 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Image 11692 shape after resizing (224, 224, 3) Image 11693 shape after resizing (224, 224, 3) Image 11694 shape after resizing (224, 224, 3) Image 11695 shape after resizing (224, 224, 3) Image 11696 shape after resizing (224, 224, 3) Image 11697 shape after resizing (224, 224, 3) Image 11698 shape after resizing (224, 224, 3) Image 11699 shape after resizing (224, 224, 3) Image 11700 shape after resizing (224, 224, 3) Image 11701 shape after resizing (224, 224, 3) Image 11702 shape after resizing (224, 224, 3) Image 11703 shape after resizing (224, 224, 3) Image 11704 shape after resizing (224, 224, 3) Image 11705 shape after resizing (224, 224, 3) Image 11706 shape after resizing (224, 224, 3) Image 11707 shape after resizing (224, 224, 3) Image 11708 shape after resizing (224, 224, 3) Image 11709 shape after resizing (224, 224, 3) Image 11710 shape after resizing (224, 224, 3) Image 11711 shape after resizing (224, 224, 3) Image 11712 shape after resizing (224, 224, 3) Image 11713 shape after resizing (224, 224, 3) Image 11714 shape after resizing (224, 224, 3) Image 11715 shape after resizing (224, 224, 3) Image 11716 shape after resizing (224, 224, 3) Image 11717 shape after resizing (224, 224, 3) Image 11718 shape after resizing (224, 224, 3) Image 11719 shape after resizing (224, 224, 3) Image 11720 shape after resizing (224, 224, 3) Image 11721 shape after resizing (224, 224, 3) Image 11722 shape after resizing (224, 224, 3) Image 11723 shape after resizing (224, 224, 3) Image 11724 shape after resizing (224, 224, 3) Image 11725 shape after resizing (224, 224, 3) Image 11726 shape after resizing (224, 224, 3) Image 11727 shape after resizing (224, 224, 3) Image 11728 shape after resizing (224, 224, 3) Image 11729 shape after resizing (224, 224, 3) Image 11730 shape after resizing (224, 224, 3) Image 11731 shape after resizing (224, 224, 3) Image 11732 shape after resizing (224, 224, 3) Image 11733 shape after resizing (224, 224, 3) Image 11734 shape after 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Image 19682 shape after resizing (224, 224, 3) Image 19683 shape after resizing (224, 224, 3) Image 19684 shape after resizing (224, 224, 3) Image 19685 shape after resizing (224, 224, 3) Image 19686 shape after resizing (224, 224, 3) Image 19687 shape after resizing (224, 224, 3) Image 19688 shape after resizing (224, 224, 3) Image 19689 shape after resizing (224, 224, 3) Image 19690 shape after resizing (224, 224, 3) Image 19691 shape after resizing (224, 224, 3) Image 19692 shape after resizing (224, 224, 3) Image 19693 shape after resizing (224, 224, 3) Image 19694 shape after resizing (224, 224, 3) Image 19695 shape after resizing (224, 224, 3) Image 19696 shape after resizing (224, 224, 3) Image 19697 shape after resizing (224, 224, 3) Image 19698 shape after resizing (224, 224, 3) Image 19699 shape after resizing (224, 224, 3) Image 19700 shape after resizing (224, 224, 3) Image 19701 shape after resizing (224, 224, 3) Image 19702 shape after resizing (224, 224, 3) Image 19703 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Image 19767 shape after resizing (224, 224, 3) Image 19768 shape after resizing (224, 224, 3) Image 19769 shape after resizing (224, 224, 3) Image 19770 shape after resizing (224, 224, 3) Image 19771 shape after resizing (224, 224, 3) Image 19772 shape after resizing (224, 224, 3) Image 19773 shape after resizing (224, 224, 3) Image 19774 shape after resizing (224, 224, 3) Image 19775 shape after resizing (224, 224, 3) Image 19776 shape after resizing (224, 224, 3) Image 19777 shape after resizing (224, 224, 3) Image 19778 shape after resizing (224, 224, 3) Image 19779 shape after resizing (224, 224, 3) Image 19780 shape after resizing (224, 224, 3) Image 19781 shape after resizing (224, 224, 3) Image 19782 shape after resizing (224, 224, 3) Image 19783 shape after resizing (224, 224, 3) Image 19784 shape after resizing (224, 224, 3) Image 19785 shape after resizing (224, 224, 3) Image 19786 shape after resizing (224, 224, 3) Image 19787 shape after resizing (224, 224, 3) Image 19788 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Image 19937 shape after resizing (224, 224, 3) Image 19938 shape after resizing (224, 224, 3) Image 19939 shape after resizing (224, 224, 3) Image 19940 shape after resizing (224, 224, 3) Image 19941 shape after resizing (224, 224, 3) Image 19942 shape after resizing (224, 224, 3) Image 19943 shape after resizing (224, 224, 3) Image 19944 shape after resizing (224, 224, 3) Image 19945 shape after resizing (224, 224, 3) Image 19946 shape after resizing (224, 224, 3) Image 19947 shape after resizing (224, 224, 3) Image 19948 shape after resizing (224, 224, 3) Image 19949 shape after resizing (224, 224, 3) Image 19950 shape after resizing (224, 224, 3) Image 19951 shape after resizing (224, 224, 3) Image 19952 shape after resizing (224, 224, 3) Image 19953 shape after resizing (224, 224, 3) Image 19954 shape after resizing (224, 224, 3) Image 19955 shape after resizing (224, 224, 3) Image 19956 shape after resizing (224, 224, 3) Image 19957 shape after resizing (224, 224, 3) Image 19958 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shape after resizing (224, 224, 3) Image 21744 shape after resizing (224, 224, 3) Image 21745 shape after resizing (224, 224, 3) Image 21746 shape after resizing (224, 224, 3) Image 21747 shape after resizing (224, 224, 3) Image 21748 shape after resizing (224, 224, 3) Image 21749 shape after resizing (224, 224, 3) Image 21750 shape after resizing (224, 224, 3) Image 21751 shape after resizing (224, 224, 3) Image 21752 shape after resizing (224, 224, 3) Image 21753 shape after resizing (224, 224, 3) Image 21754 shape after resizing (224, 224, 3) Image 21755 shape after resizing (224, 224, 3) Image 21756 shape after resizing (224, 224, 3) Image 21757 shape after resizing (224, 224, 3) Image 21758 shape after resizing (224, 224, 3) Image 21759 shape after resizing (224, 224, 3) Image 21760 shape after resizing (224, 224, 3) Image 21761 shape after resizing (224, 224, 3) Image 21762 shape after resizing (224, 224, 3) Image 21763 shape after resizing (224, 224, 3) Image 21764 shape after 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Image 23252 shape after resizing (224, 224, 3) Image 23253 shape after resizing (224, 224, 3) Image 23254 shape after resizing (224, 224, 3) Image 23255 shape after resizing (224, 224, 3) Image 23256 shape after resizing (224, 224, 3) Image 23257 shape after resizing (224, 224, 3) Image 23258 shape after resizing (224, 224, 3) Image 23259 shape after resizing (224, 224, 3) Image 23260 shape after resizing (224, 224, 3) Image 23261 shape after resizing (224, 224, 3) Image 23262 shape after resizing (224, 224, 3) Image 23263 shape after resizing (224, 224, 3) Image 23264 shape after resizing (224, 224, 3) Image 23265 shape after resizing (224, 224, 3) Image 23266 shape after resizing (224, 224, 3) Image 23267 shape after resizing (224, 224, 3) Image 23268 shape after resizing (224, 224, 3) Image 23269 shape after resizing (224, 224, 3) Image 23270 shape after resizing (224, 224, 3) Image 23271 shape after resizing (224, 224, 3) Image 23272 shape after resizing (224, 224, 3) Image 23273 shape after resizing (224, 224, 3) Image 23274 shape after resizing (224, 224, 3) Image 23275 shape after resizing (224, 224, 3) Image 23276 shape after resizing (224, 224, 3) Image 23277 shape after resizing (224, 224, 3) Image 23278 shape after resizing (224, 224, 3) Image 23279 shape after resizing (224, 224, 3) Image 23280 shape after resizing (224, 224, 3) Image 23281 shape after resizing (224, 224, 3) Image 23282 shape after resizing (224, 224, 3) Image 23283 shape after resizing (224, 224, 3) Image 23284 shape after resizing (224, 224, 3) Image 23285 shape after resizing (224, 224, 3) Image 23286 shape after resizing (224, 224, 3) Image 23287 shape after resizing (224, 224, 3) Image 23288 shape after resizing (224, 224, 3) Image 23289 shape after resizing (224, 224, 3) Image 23290 shape after resizing (224, 224, 3) Image 23291 shape after resizing (224, 224, 3) Image 23292 shape after resizing (224, 224, 3) Image 23293 shape after resizing (224, 224, 3) Image 23294 shape after 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Image 23337 shape after resizing (224, 224, 3) Image 23338 shape after resizing (224, 224, 3) Image 23339 shape after resizing (224, 224, 3) Image 23340 shape after resizing (224, 224, 3) Image 23341 shape after resizing (224, 224, 3) Image 23342 shape after resizing (224, 224, 3) Image 23343 shape after resizing (224, 224, 3) Image 23344 shape after resizing (224, 224, 3) Image 23345 shape after resizing (224, 224, 3) Image 23346 shape after resizing (224, 224, 3) Image 23347 shape after resizing (224, 224, 3) Image 23348 shape after resizing (224, 224, 3) Image 23349 shape after resizing (224, 224, 3) Image 23350 shape after resizing (224, 224, 3) Image 23351 shape after resizing (224, 224, 3) Image 23352 shape after resizing (224, 224, 3) Image 23353 shape after resizing (224, 224, 3) Image 23354 shape after resizing (224, 224, 3) Image 23355 shape after resizing (224, 224, 3) Image 23356 shape after resizing (224, 224, 3) Image 23357 shape after resizing (224, 224, 3) Image 23358 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Image 23422 shape after resizing (224, 224, 3) Image 23423 shape after resizing (224, 224, 3) Image 23424 shape after resizing (224, 224, 3) Image 23425 shape after resizing (224, 224, 3) Image 23426 shape after resizing (224, 224, 3) Image 23427 shape after resizing (224, 224, 3) Image 23428 shape after resizing (224, 224, 3) Image 23429 shape after resizing (224, 224, 3) Image 23430 shape after resizing (224, 224, 3) Image 23431 shape after resizing (224, 224, 3) Image 23432 shape after resizing (224, 224, 3) Image 23433 shape after resizing (224, 224, 3) Image 23434 shape after resizing (224, 224, 3) Image 23435 shape after resizing (224, 224, 3) Image 23436 shape after resizing (224, 224, 3) Image 23437 shape after resizing (224, 224, 3) Image 23438 shape after resizing (224, 224, 3) Image 23439 shape after resizing (224, 224, 3) Image 23440 shape after resizing (224, 224, 3) Image 23441 shape after resizing (224, 224, 3) Image 23442 shape after resizing (224, 224, 3) Image 23443 shape after resizing (224, 224, 3) Image 23444 shape after resizing (224, 224, 3) Image 23445 shape after resizing (224, 224, 3) Image 23446 shape after resizing (224, 224, 3) Image 23447 shape after resizing (224, 224, 3) Image 23448 shape after resizing (224, 224, 3) Image 23449 shape after resizing (224, 224, 3) Image 23450 shape after resizing (224, 224, 3) Image 23451 shape after resizing (224, 224, 3) Image 23452 shape after resizing (224, 224, 3) Image 23453 shape after resizing (224, 224, 3) Image 23454 shape after resizing (224, 224, 3) Image 23455 shape after resizing (224, 224, 3) Image 23456 shape after resizing (224, 224, 3) Image 23457 shape after resizing (224, 224, 3) Image 23458 shape after resizing (224, 224, 3) Image 23459 shape after resizing (224, 224, 3) Image 23460 shape after resizing (224, 224, 3) Image 23461 shape after resizing (224, 224, 3) Image 23462 shape after resizing (224, 224, 3) Image 23463 shape after resizing (224, 224, 3) Image 23464 shape after resizing (224, 224, 3) Image 23465 shape after resizing (224, 224, 3) Image 23466 shape after resizing (224, 224, 3) Image 23467 shape after resizing (224, 224, 3) Image 23468 shape after resizing (224, 224, 3) Image 23469 shape after resizing (224, 224, 3) Image 23470 shape after resizing (224, 224, 3) Image 23471 shape after resizing (224, 224, 3) Image 23472 shape after resizing (224, 224, 3) Image 23473 shape after resizing (224, 224, 3) Image 23474 shape after resizing (224, 224, 3) Image 23475 shape after resizing (224, 224, 3) Image 23476 shape after resizing (224, 224, 3) Image 23477 shape after resizing (224, 224, 3) Image 23478 shape after resizing (224, 224, 3) Image 23479 shape after resizing (224, 224, 3) Image 23480 shape after resizing (224, 224, 3) Image 23481 shape after resizing (224, 224, 3) Image 23482 shape after resizing (224, 224, 3) Image 23483 shape after resizing (224, 224, 3) Image 23484 shape after resizing (224, 224, 3) Image 23485 shape after resizing (224, 224, 3) Image 23486 shape after resizing (224, 224, 3) Image 23487 shape after resizing (224, 224, 3) Image 23488 shape after resizing (224, 224, 3) Image 23489 shape after resizing (224, 224, 3) Image 23490 shape after resizing (224, 224, 3) Image 23491 shape after resizing (224, 224, 3) Image 23492 shape after resizing (224, 224, 3) Image 23493 shape after resizing (224, 224, 3) Image 23494 shape after resizing (224, 224, 3) Image 23495 shape after resizing (224, 224, 3) Image 23496 shape after resizing (224, 224, 3) Image 23497 shape after resizing (224, 224, 3) Image 23498 shape after resizing (224, 224, 3) Image 23499 shape after resizing (224, 224, 3) Image 23500 shape after resizing (224, 224, 3) Image 23501 shape after resizing (224, 224, 3) Image 23502 shape after resizing (224, 224, 3) Image 23503 shape after resizing (224, 224, 3) Image 23504 shape after resizing (224, 224, 3) Image 23505 shape after resizing (224, 224, 3) Image 23506 shape after resizing (224, 224, 3) Image 23507 shape after resizing (224, 224, 3) Image 23508 shape after resizing (224, 224, 3) Image 23509 shape after resizing (224, 224, 3) Image 23510 shape after resizing (224, 224, 3) Image 23511 shape after resizing (224, 224, 3) Image 23512 shape after resizing (224, 224, 3) Image 23513 shape after resizing (224, 224, 3) Image 23514 shape after resizing (224, 224, 3) Image 23515 shape after resizing (224, 224, 3) Image 23516 shape after resizing (224, 224, 3) Image 23517 shape after resizing (224, 224, 3) Image 23518 shape after resizing (224, 224, 3) Image 23519 shape after resizing (224, 224, 3) Image 23520 shape after resizing (224, 224, 3) Image 23521 shape after resizing (224, 224, 3) Image 23522 shape after resizing (224, 224, 3) Image 23523 shape after resizing (224, 224, 3) Image 23524 shape after resizing (224, 224, 3) Image 23525 shape after resizing (224, 224, 3) Image 23526 shape after resizing (224, 224, 3) Image 23527 shape after resizing (224, 224, 3) Image 23528 shape after resizing (224, 224, 3) Image 23529 shape after resizing (224, 224, 3) Image 23530 shape after resizing (224, 224, 3) Image 23531 shape after resizing (224, 224, 3) Image 23532 shape after resizing (224, 224, 3) Image 23533 shape after resizing (224, 224, 3) Image 23534 shape after resizing (224, 224, 3) Image 23535 shape after resizing (224, 224, 3) Image 23536 shape after resizing (224, 224, 3) Image 23537 shape after resizing (224, 224, 3) Image 23538 shape after resizing (224, 224, 3) Image 23539 shape after resizing (224, 224, 3) Image 23540 shape after resizing (224, 224, 3) Image 23541 shape after resizing (224, 224, 3) Image 23542 shape after resizing (224, 224, 3) Image 23543 shape after resizing (224, 224, 3) Image 23544 shape after resizing (224, 224, 3) Image 23545 shape after resizing (224, 224, 3) Image 23546 shape after resizing (224, 224, 3) Image 23547 shape after resizing (224, 224, 3) Image 23548 shape after resizing (224, 224, 3) Image 23549 shape after resizing (224, 224, 3) Image 23550 shape after resizing (224, 224, 3) Image 23551 shape after resizing (224, 224, 3) Image 23552 shape after resizing (224, 224, 3) Image 23553 shape after resizing (224, 224, 3) Image 23554 shape after resizing (224, 224, 3) Image 23555 shape after resizing (224, 224, 3) Image 23556 shape after resizing (224, 224, 3) Image 23557 shape after resizing (224, 224, 3) Image 23558 shape after resizing (224, 224, 3) Image 23559 shape after resizing (224, 224, 3) Image 23560 shape after resizing (224, 224, 3) Image 23561 shape after resizing (224, 224, 3) Image 23562 shape after resizing (224, 224, 3) Image 23563 shape after resizing (224, 224, 3) Image 23564 shape after resizing (224, 224, 3) Image 23565 shape after resizing (224, 224, 3) Image 23566 shape after resizing (224, 224, 3) Image 23567 shape after resizing (224, 224, 3) Image 23568 shape after resizing (224, 224, 3) Image 23569 shape after resizing (224, 224, 3) Image 23570 shape after resizing (224, 224, 3) Image 23571 shape after resizing (224, 224, 3) Image 23572 shape after resizing (224, 224, 3) Image 23573 shape after resizing (224, 224, 3) Image 23574 shape after resizing (224, 224, 3) Image 23575 shape after resizing (224, 224, 3) Image 23576 shape after resizing (224, 224, 3) Image 23577 shape after resizing (224, 224, 3) Image 23578 shape after resizing (224, 224, 3) Image 23579 shape after resizing (224, 224, 3) Image 23580 shape after resizing (224, 224, 3) Image 23581 shape after resizing (224, 224, 3) Image 23582 shape after resizing (224, 224, 3) Image 23583 shape after resizing (224, 224, 3) Image 23584 shape after resizing (224, 224, 3) Image 23585 shape after resizing (224, 224, 3) Image 23586 shape after resizing (224, 224, 3) Image 23587 shape after resizing (224, 224, 3) Image 23588 shape after resizing (224, 224, 3) Image 23589 shape after resizing (224, 224, 3) Image 23590 shape after resizing (224, 224, 3) Image 23591 shape after resizing (224, 224, 3) Image 23592 shape after resizing (224, 224, 3) Image 23593 shape after resizing (224, 224, 3) Image 23594 shape after resizing (224, 224, 3) Image 23595 shape after resizing (224, 224, 3) Image 23596 shape after resizing (224, 224, 3) Image 23597 shape after resizing (224, 224, 3) Image 23598 shape after resizing (224, 224, 3) Image 23599 shape after resizing (224, 224, 3) Image 23600 shape after resizing (224, 224, 3) Image 23601 shape after resizing (224, 224, 3) Image 23602 shape after resizing (224, 224, 3) Image 23603 shape after resizing (224, 224, 3) Image 23604 shape after resizing (224, 224, 3) Image 23605 shape after resizing (224, 224, 3) Image 23606 shape after resizing (224, 224, 3) Image 23607 shape after resizing (224, 224, 3) Image 23608 shape after resizing (224, 224, 3) Image 23609 shape after resizing (224, 224, 3) Image 23610 shape after resizing (224, 224, 3) Image 23611 shape after resizing (224, 224, 3) Image 23612 shape after resizing (224, 224, 3) Image 23613 shape after resizing (224, 224, 3) Image 23614 shape after resizing (224, 224, 3) Image 23615 shape after resizing (224, 224, 3) Image 23616 shape after resizing (224, 224, 3) Image 23617 shape after resizing (224, 224, 3) Image 23618 shape after resizing (224, 224, 3) Image 23619 shape after resizing (224, 224, 3) Image 23620 shape after resizing (224, 224, 3) Image 23621 shape after resizing (224, 224, 3) Image 23622 shape after resizing (224, 224, 3) Image 23623 shape after resizing (224, 224, 3) Image 23624 shape after resizing (224, 224, 3) Image 23625 shape after resizing (224, 224, 3) Image 23626 shape after resizing (224, 224, 3) Image 23627 shape after resizing (224, 224, 3) Image 23628 shape after resizing (224, 224, 3) Image 23629 shape after resizing (224, 224, 3) Image 23630 shape after resizing (224, 224, 3) Image 23631 shape after resizing (224, 224, 3) Image 23632 shape after resizing (224, 224, 3) Image 23633 shape after resizing (224, 224, 3) Image 23634 shape after resizing (224, 224, 3) Image 23635 shape after resizing (224, 224, 3) Image 23636 shape after resizing (224, 224, 3) Image 23637 shape after resizing (224, 224, 3) Image 23638 shape after resizing (224, 224, 3) Image 23639 shape after resizing (224, 224, 3) Image 23640 shape after resizing (224, 224, 3) Image 23641 shape after resizing (224, 224, 3) Image 23642 shape after resizing (224, 224, 3) Image 23643 shape after resizing (224, 224, 3) Image 23644 shape after resizing (224, 224, 3) Image 23645 shape after resizing (224, 224, 3) Image 23646 shape after resizing (224, 224, 3) Image 23647 shape after resizing (224, 224, 3) Image 23648 shape after resizing (224, 224, 3) Image 23649 shape after resizing (224, 224, 3) Image 23650 shape after resizing (224, 224, 3) Image 23651 shape after resizing (224, 224, 3) Image 23652 shape after resizing (224, 224, 3) Image 23653 shape after resizing (224, 224, 3) Image 23654 shape after resizing (224, 224, 3) Image 23655 shape after resizing (224, 224, 3) Image 23656 shape after resizing (224, 224, 3) Image 23657 shape after resizing (224, 224, 3) Image 23658 shape after resizing (224, 224, 3) Image 23659 shape after resizing (224, 224, 3) Image 23660 shape after resizing (224, 224, 3) Image 23661 shape after resizing (224, 224, 3) Image 23662 shape after resizing (224, 224, 3) Image 23663 shape after resizing (224, 224, 3) Image 23664 shape after resizing (224, 224, 3) Image 23665 shape after resizing (224, 224, 3) Image 23666 shape after resizing (224, 224, 3) Image 23667 shape after resizing (224, 224, 3) Image 23668 shape after resizing (224, 224, 3) Image 23669 shape after resizing (224, 224, 3) Image 23670 shape after resizing (224, 224, 3) Image 23671 shape after resizing (224, 224, 3) Image 23672 shape after resizing (224, 224, 3) Image 23673 shape after resizing (224, 224, 3) Image 23674 shape after resizing (224, 224, 3) Image 23675 shape after resizing (224, 224, 3) Image 23676 shape after resizing (224, 224, 3) Image 23677 shape after resizing (224, 224, 3) Image 23678 shape after resizing (224, 224, 3) Image 23679 shape after resizing (224, 224, 3) Image 23680 shape after resizing (224, 224, 3) Image 23681 shape after resizing (224, 224, 3) Image 23682 shape after resizing (224, 224, 3) Image 23683 shape after resizing (224, 224, 3) Image 23684 shape after resizing (224, 224, 3) Image 23685 shape after resizing (224, 224, 3) Image 23686 shape after resizing (224, 224, 3) Image 23687 shape after resizing (224, 224, 3) Image 23688 shape after resizing (224, 224, 3) Image 23689 shape after resizing (224, 224, 3) Image 23690 shape after resizing (224, 224, 3) Image 23691 shape after resizing (224, 224, 3) Image 23692 shape after resizing (224, 224, 3) Image 23693 shape after resizing (224, 224, 3) Image 23694 shape after resizing (224, 224, 3) Image 23695 shape after resizing (224, 224, 3) Image 23696 shape after resizing (224, 224, 3) Image 23697 shape after resizing (224, 224, 3) Image 23698 shape after resizing (224, 224, 3) Image 23699 shape after resizing (224, 224, 3) Image 23700 shape after resizing (224, 224, 3) Image 23701 shape after resizing (224, 224, 3) Image 23702 shape after resizing (224, 224, 3) Image 23703 shape after resizing (224, 224, 3) Image 23704 shape after resizing (224, 224, 3) Image 23705 shape after resizing (224, 224, 3) Image 23706 shape after resizing (224, 224, 3) Image 23707 shape after resizing (224, 224, 3) Image 23708 shape after resizing (224, 224, 3) Image 23709 shape after resizing (224, 224, 3) Image 23710 shape after resizing (224, 224, 3) Image 23711 shape after resizing (224, 224, 3) Image 23712 shape after resizing (224, 224, 3) Image 23713 shape after resizing (224, 224, 3) Image 23714 shape after resizing (224, 224, 3) Image 23715 shape after resizing (224, 224, 3) Image 23716 shape after resizing (224, 224, 3) Image 23717 shape after resizing (224, 224, 3) Image 23718 shape after resizing (224, 224, 3) Image 23719 shape after resizing (224, 224, 3) Image 23720 shape after resizing (224, 224, 3) Image 23721 shape after resizing (224, 224, 3) Image 23722 shape after resizing (224, 224, 3) Image 23723 shape after resizing (224, 224, 3) Image 23724 shape after resizing (224, 224, 3) Image 23725 shape after resizing (224, 224, 3) Image 23726 shape after resizing (224, 224, 3) Image 23727 shape after resizing (224, 224, 3) Image 23728 shape after resizing (224, 224, 3) Image 23729 shape after resizing (224, 224, 3) Image 23730 shape after resizing (224, 224, 3) Image 23731 shape after resizing (224, 224, 3) Image 23732 shape after resizing (224, 224, 3) Image 23733 shape after resizing (224, 224, 3) Image 23734 shape after resizing (224, 224, 3) Image 23735 shape after resizing (224, 224, 3) Image 23736 shape after resizing (224, 224, 3) Image 23737 shape after resizing (224, 224, 3) Image 23738 shape after resizing (224, 224, 3) Image 23739 shape after resizing (224, 224, 3) Image 23740 shape after resizing (224, 224, 3) Image 23741 shape after resizing (224, 224, 3) Image 23742 shape after resizing (224, 224, 3) Image 23743 shape after resizing (224, 224, 3) Image 23744 shape after resizing (224, 224, 3) Image 23745 shape after resizing (224, 224, 3) Image 23746 shape after resizing (224, 224, 3) Image 23747 shape after resizing (224, 224, 3) Image 23748 shape after resizing (224, 224, 3) Image 23749 shape after resizing (224, 224, 3) Image 23750 shape after resizing (224, 224, 3) Image 23751 shape after resizing (224, 224, 3) Image 23752 shape after resizing (224, 224, 3) Image 23753 shape after resizing (224, 224, 3) Image 23754 shape after resizing (224, 224, 3) Image 23755 shape after resizing (224, 224, 3) Image 23756 shape after resizing (224, 224, 3) Image 23757 shape after resizing (224, 224, 3) Image 23758 shape after resizing (224, 224, 3) Image 23759 shape after resizing (224, 224, 3) Image 23760 shape after resizing (224, 224, 3) Image 23761 shape after resizing (224, 224, 3) Image 23762 shape after resizing (224, 224, 3) Image 23763 shape after resizing (224, 224, 3) Image 23764 shape after resizing (224, 224, 3) Image 23765 shape after resizing (224, 224, 3) Image 23766 shape after resizing (224, 224, 3) Image 23767 shape after resizing (224, 224, 3) Image 23768 shape after resizing (224, 224, 3) Image 23769 shape after resizing (224, 224, 3) Image 23770 shape after resizing (224, 224, 3) Image 23771 shape after resizing (224, 224, 3) Image 23772 shape after resizing (224, 224, 3) Image 23773 shape after resizing (224, 224, 3) Image 23774 shape after resizing (224, 224, 3) Image 23775 shape after resizing (224, 224, 3) Image 23776 shape after resizing (224, 224, 3) Image 23777 shape after resizing (224, 224, 3) Image 23778 shape after resizing (224, 224, 3) Image 23779 shape after resizing (224, 224, 3) Image 23780 shape after resizing (224, 224, 3) Image 23781 shape after resizing (224, 224, 3) Image 23782 shape after resizing (224, 224, 3) Image 23783 shape after resizing (224, 224, 3) Image 23784 shape after resizing (224, 224, 3) Image 23785 shape after resizing (224, 224, 3) Image 23786 shape after resizing (224, 224, 3) Image 23787 shape after resizing (224, 224, 3) Image 23788 shape after resizing (224, 224, 3) Image 23789 shape after resizing (224, 224, 3) Image 23790 shape after resizing (224, 224, 3) Image 23791 shape after resizing (224, 224, 3) Image 23792 shape after resizing (224, 224, 3) Image 23793 shape after resizing (224, 224, 3) Image 23794 shape after resizing (224, 224, 3) Image 23795 shape after resizing (224, 224, 3) Image 23796 shape after resizing (224, 224, 3) Image 23797 shape after resizing (224, 224, 3) Image 23798 shape after resizing (224, 224, 3) Image 23799 shape after resizing (224, 224, 3) Image 23800 shape after resizing (224, 224, 3) Image 23801 shape after resizing (224, 224, 3) Image 23802 shape after resizing (224, 224, 3) Image 23803 shape after resizing (224, 224, 3) Image 23804 shape after resizing (224, 224, 3) Image 23805 shape after resizing (224, 224, 3) Image 23806 shape after resizing (224, 224, 3) Image 23807 shape after resizing (224, 224, 3) Image 23808 shape after resizing (224, 224, 3) Image 23809 shape after resizing (224, 224, 3) Image 23810 shape after resizing (224, 224, 3) Image 23811 shape after resizing (224, 224, 3) Image 23812 shape after resizing (224, 224, 3) Image 23813 shape after resizing (224, 224, 3) Image 23814 shape after resizing (224, 224, 3) Image 23815 shape after resizing (224, 224, 3) Image 23816 shape after resizing (224, 224, 3) Image 23817 shape after resizing (224, 224, 3) Image 23818 shape after resizing (224, 224, 3) Image 23819 shape after resizing (224, 224, 3) Image 23820 shape after resizing (224, 224, 3) Image 23821 shape after resizing (224, 224, 3) Image 23822 shape after resizing (224, 224, 3) Image 23823 shape after resizing (224, 224, 3) Image 23824 shape after resizing (224, 224, 3) Image 23825 shape after resizing (224, 224, 3) Image 23826 shape after resizing (224, 224, 3) Image 23827 shape after resizing (224, 224, 3) Image 23828 shape after resizing (224, 224, 3) Image 23829 shape after resizing (224, 224, 3) Image 23830 shape after resizing (224, 224, 3) Image 23831 shape after resizing (224, 224, 3) Image 23832 shape after resizing (224, 224, 3) Image 23833 shape after resizing (224, 224, 3) Image 23834 shape after resizing (224, 224, 3) Image 23835 shape after resizing (224, 224, 3) Image 23836 shape after resizing (224, 224, 3) Image 23837 shape after resizing (224, 224, 3) Image 23838 shape after resizing (224, 224, 3) Image 23839 shape after resizing (224, 224, 3) Image 23840 shape after resizing (224, 224, 3) Image 23841 shape after resizing (224, 224, 3) Image 23842 shape after resizing (224, 224, 3) Image 23843 shape after resizing (224, 224, 3) Image 23844 shape after resizing (224, 224, 3) Image 23845 shape after resizing (224, 224, 3) Image 23846 shape after resizing (224, 224, 3) Image 23847 shape after resizing (224, 224, 3) Image 23848 shape after resizing (224, 224, 3) Image 23849 shape after resizing (224, 224, 3) Image 23850 shape after resizing (224, 224, 3) Image 23851 shape after resizing (224, 224, 3) Image 23852 shape after resizing (224, 224, 3) Image 23853 shape after resizing (224, 224, 3) Image 23854 shape after resizing (224, 224, 3) Image 23855 shape after resizing (224, 224, 3) Image 23856 shape after resizing (224, 224, 3) Image 23857 shape after resizing (224, 224, 3) Image 23858 shape after resizing (224, 224, 3) Image 23859 shape after resizing (224, 224, 3) Image 23860 shape after resizing (224, 224, 3) Image 23861 shape after resizing (224, 224, 3) Image 23862 shape after resizing (224, 224, 3) Image 23863 shape after resizing (224, 224, 3) Image 23864 shape after resizing (224, 224, 3) Image 23865 shape after resizing (224, 224, 3) Image 23866 shape after resizing (224, 224, 3) Image 23867 shape after resizing (224, 224, 3) Image 23868 shape after resizing (224, 224, 3) Image 23869 shape after resizing (224, 224, 3) Image 23870 shape after resizing (224, 224, 3) Image 23871 shape after resizing (224, 224, 3) Image 23872 shape after resizing (224, 224, 3) Image 23873 shape after resizing (224, 224, 3) Image 23874 shape after resizing (224, 224, 3) Image 23875 shape after resizing (224, 224, 3) Image 23876 shape after resizing (224, 224, 3) Image 23877 shape after resizing (224, 224, 3) Image 23878 shape after resizing (224, 224, 3) Image 23879 shape after resizing (224, 224, 3) Image 23880 shape after resizing (224, 224, 3) Image 23881 shape after resizing (224, 224, 3) Image 23882 shape after resizing (224, 224, 3) Image 23883 shape after resizing (224, 224, 3) Image 23884 shape after resizing (224, 224, 3) Image 23885 shape after resizing (224, 224, 3) Image 23886 shape after resizing (224, 224, 3) Image 23887 shape after resizing (224, 224, 3) Image 23888 shape after resizing (224, 224, 3) Image 23889 shape after resizing (224, 224, 3) Image 23890 shape after resizing (224, 224, 3) Image 23891 shape after resizing (224, 224, 3) Image 23892 shape after resizing (224, 224, 3) Image 23893 shape after resizing (224, 224, 3) Image 23894 shape after resizing (224, 224, 3) Image 23895 shape after resizing (224, 224, 3) Image 23896 shape after resizing (224, 224, 3) Image 23897 shape after resizing (224, 224, 3) Image 23898 shape after resizing (224, 224, 3) Image 23899 shape after resizing (224, 224, 3) Image 23900 shape after resizing (224, 224, 3) Image 23901 shape after resizing (224, 224, 3) Image 23902 shape after resizing (224, 224, 3) Image 23903 shape after resizing (224, 224, 3) Image 23904 shape after resizing (224, 224, 3) Image 23905 shape after resizing (224, 224, 3) Image 23906 shape after resizing (224, 224, 3) Image 23907 shape after resizing (224, 224, 3) Image 23908 shape after resizing (224, 224, 3) Image 23909 shape after resizing (224, 224, 3) Image 23910 shape after resizing (224, 224, 3) Image 23911 shape after resizing (224, 224, 3) Image 23912 shape after resizing (224, 224, 3) Image 23913 shape after resizing (224, 224, 3) Image 23914 shape after resizing (224, 224, 3) Image 23915 shape after resizing (224, 224, 3) Image 23916 shape after resizing (224, 224, 3) Image 23917 shape after resizing (224, 224, 3) Image 23918 shape after resizing (224, 224, 3) Image 23919 shape after resizing (224, 224, 3) Image 23920 shape after resizing (224, 224, 3) Image 23921 shape after resizing (224, 224, 3) Image 23922 shape after resizing (224, 224, 3) Image 23923 shape after resizing (224, 224, 3) Image 23924 shape after resizing (224, 224, 3) Image 23925 shape after resizing (224, 224, 3) Image 23926 shape after resizing (224, 224, 3) Image 23927 shape after resizing (224, 224, 3) Image 23928 shape after resizing (224, 224, 3) Image 23929 shape after resizing (224, 224, 3) Image 23930 shape after resizing (224, 224, 3) Image 23931 shape after resizing (224, 224, 3) Image 23932 shape after resizing (224, 224, 3) Image 23933 shape after resizing (224, 224, 3) Image 23934 shape after resizing (224, 224, 3) Image 23935 shape after resizing (224, 224, 3) Image 23936 shape after resizing (224, 224, 3) Image 23937 shape after resizing (224, 224, 3) Image 23938 shape after resizing (224, 224, 3) Image 23939 shape after resizing (224, 224, 3) Image 23940 shape after resizing (224, 224, 3) Image 23941 shape after resizing (224, 224, 3) Image 23942 shape after resizing (224, 224, 3) Image 23943 shape after resizing (224, 224, 3) Image 23944 shape after resizing (224, 224, 3) Image 23945 shape after resizing (224, 224, 3) Image 23946 shape after resizing (224, 224, 3) Image 23947 shape after resizing (224, 224, 3) Image 23948 shape after resizing (224, 224, 3) Image 23949 shape after resizing (224, 224, 3) Image 23950 shape after resizing (224, 224, 3) Image 23951 shape after resizing (224, 224, 3) Image 23952 shape after resizing (224, 224, 3) Image 23953 shape after resizing (224, 224, 3) Image 23954 shape after resizing (224, 224, 3) Image 23955 shape after resizing (224, 224, 3) Image 23956 shape after resizing (224, 224, 3) Image 23957 shape after resizing (224, 224, 3) Image 23958 shape after resizing (224, 224, 3) Image 23959 shape after resizing (224, 224, 3) Image 23960 shape after resizing (224, 224, 3) Image 23961 shape after resizing (224, 224, 3) Image 23962 shape after resizing (224, 224, 3) Image 23963 shape after resizing (224, 224, 3) Image 23964 shape after resizing (224, 224, 3) Image 23965 shape after resizing (224, 224, 3) Image 23966 shape after resizing (224, 224, 3) Image 23967 shape after resizing (224, 224, 3) Image 23968 shape after resizing (224, 224, 3) Image 23969 shape after resizing (224, 224, 3) Image 23970 shape after resizing (224, 224, 3) Image 23971 shape after resizing (224, 224, 3) Image 23972 shape after resizing (224, 224, 3) Image 23973 shape after resizing (224, 224, 3) Image 23974 shape after 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resizing (224, 224, 3) Image 25420 shape after resizing (224, 224, 3) Image 25421 shape after resizing (224, 224, 3) Image 25422 shape after resizing (224, 224, 3) Image 25423 shape after resizing (224, 224, 3) Image 25424 shape after resizing (224, 224, 3) Image 25425 shape after resizing (224, 224, 3) Image 25426 shape after resizing (224, 224, 3) Image 25427 shape after resizing (224, 224, 3) Image 25428 shape after resizing (224, 224, 3) Image 25429 shape after resizing (224, 224, 3) Image 25430 shape after resizing (224, 224, 3) Image 25431 shape after resizing (224, 224, 3) Image 25432 shape after resizing (224, 224, 3) Image 25433 shape after resizing (224, 224, 3) Image 25434 shape after resizing (224, 224, 3) Image 25435 shape after resizing (224, 224, 3) Image 25436 shape after resizing (224, 224, 3) Image 25437 shape after resizing (224, 224, 3) Image 25438 shape after resizing (224, 224, 3) Image 25439 shape after resizing (224, 224, 3) Image 25440 shape after resizing 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Image 25462 shape after resizing (224, 224, 3) Image 25463 shape after resizing (224, 224, 3) Image 25464 shape after resizing (224, 224, 3) Image 25465 shape after resizing (224, 224, 3) Image 25466 shape after resizing (224, 224, 3) Image 25467 shape after resizing (224, 224, 3) Image 25468 shape after resizing (224, 224, 3) Image 25469 shape after resizing (224, 224, 3) Image 25470 shape after resizing (224, 224, 3) Image 25471 shape after resizing (224, 224, 3) Image 25472 shape after resizing (224, 224, 3) Image 25473 shape after resizing (224, 224, 3) Image 25474 shape after resizing (224, 224, 3) Image 25475 shape after resizing (224, 224, 3) Image 25476 shape after resizing (224, 224, 3) Image 25477 shape after resizing (224, 224, 3) Image 25478 shape after resizing (224, 224, 3) Image 25479 shape after resizing (224, 224, 3) Image 25480 shape after resizing (224, 224, 3) Image 25481 shape after resizing (224, 224, 3) Image 25482 shape after resizing (224, 224, 3) Image 25483 shape after resizing (224, 224, 3) Image 25484 shape after resizing (224, 224, 3) Image 25485 shape after resizing (224, 224, 3) Image 25486 shape after resizing (224, 224, 3) Image 25487 shape after resizing (224, 224, 3) Image 25488 shape after resizing (224, 224, 3) Image 25489 shape after resizing (224, 224, 3) Image 25490 shape after resizing (224, 224, 3) Image 25491 shape after resizing (224, 224, 3) Image 25492 shape after resizing (224, 224, 3) Image 25493 shape after resizing (224, 224, 3) Image 25494 shape after resizing (224, 224, 3) Image 25495 shape after resizing (224, 224, 3) Image 25496 shape after resizing (224, 224, 3) Image 25497 shape after resizing (224, 224, 3) Image 25498 shape after resizing (224, 224, 3) Image 25499 shape after resizing (224, 224, 3) Image 25500 shape after resizing (224, 224, 3) Image 25501 shape after resizing (224, 224, 3) Image 25502 shape after resizing (224, 224, 3) Image 25503 shape after resizing (224, 224, 3) Image 25504 shape after 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resizing (224, 224, 3) Image 25845 shape after resizing (224, 224, 3) Image 25846 shape after resizing (224, 224, 3) Image 25847 shape after resizing (224, 224, 3) Image 25848 shape after resizing (224, 224, 3) Image 25849 shape after resizing (224, 224, 3) Image 25850 shape after resizing (224, 224, 3) Image 25851 shape after resizing (224, 224, 3) Image 25852 shape after resizing (224, 224, 3) Image 25853 shape after resizing (224, 224, 3) Image 25854 shape after resizing (224, 224, 3) Image 25855 shape after resizing (224, 224, 3) Image 25856 shape after resizing (224, 224, 3) Image 25857 shape after resizing (224, 224, 3) Image 25858 shape after resizing (224, 224, 3) Image 25859 shape after resizing (224, 224, 3) Image 25860 shape after resizing (224, 224, 3) Image 25861 shape after resizing (224, 224, 3) Image 25862 shape after resizing (224, 224, 3) Image 25863 shape after resizing (224, 224, 3) Image 25864 shape after resizing (224, 224, 3) Image 25865 shape after resizing 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Image 25972 shape after resizing (224, 224, 3) Image 25973 shape after resizing (224, 224, 3) Image 25974 shape after resizing (224, 224, 3) Image 25975 shape after resizing (224, 224, 3) Image 25976 shape after resizing (224, 224, 3) Image 25977 shape after resizing (224, 224, 3) Image 25978 shape after resizing (224, 224, 3) Image 25979 shape after resizing (224, 224, 3) Image 25980 shape after resizing (224, 224, 3) Image 25981 shape after resizing (224, 224, 3) Image 25982 shape after resizing (224, 224, 3) Image 25983 shape after resizing (224, 224, 3) Image 25984 shape after resizing (224, 224, 3) Image 25985 shape after resizing (224, 224, 3) Image 25986 shape after resizing (224, 224, 3) Image 25987 shape after resizing (224, 224, 3) Image 25988 shape after resizing (224, 224, 3) Image 25989 shape after resizing (224, 224, 3) Image 25990 shape after resizing (224, 224, 3) Image 25991 shape after resizing (224, 224, 3) Image 25992 shape after resizing (224, 224, 3) Image 25993 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Image 26057 shape after resizing (224, 224, 3) Image 26058 shape after resizing (224, 224, 3) Image 26059 shape after resizing (224, 224, 3) Image 26060 shape after resizing (224, 224, 3) Image 26061 shape after resizing (224, 224, 3) Image 26062 shape after resizing (224, 224, 3) Image 26063 shape after resizing (224, 224, 3) Image 26064 shape after resizing (224, 224, 3) Image 26065 shape after resizing (224, 224, 3) Image 26066 shape after resizing (224, 224, 3) Image 26067 shape after resizing (224, 224, 3) Image 26068 shape after resizing (224, 224, 3) Image 26069 shape after resizing (224, 224, 3) Image 26070 shape after resizing (224, 224, 3) Image 26071 shape after resizing (224, 224, 3) Image 26072 shape after resizing (224, 224, 3) Image 26073 shape after resizing (224, 224, 3) Image 26074 shape after resizing (224, 224, 3) Image 26075 shape after resizing (224, 224, 3) Image 26076 shape after resizing (224, 224, 3) Image 26077 shape after resizing (224, 224, 3) Image 26078 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Image 26312 shape after resizing (224, 224, 3) Image 26313 shape after resizing (224, 224, 3) Image 26314 shape after resizing (224, 224, 3) Image 26315 shape after resizing (224, 224, 3) Image 26316 shape after resizing (224, 224, 3) Image 26317 shape after resizing (224, 224, 3) Image 26318 shape after resizing (224, 224, 3) Image 26319 shape after resizing (224, 224, 3) Image 26320 shape after resizing (224, 224, 3) Image 26321 shape after resizing (224, 224, 3) Image 26322 shape after resizing (224, 224, 3) Image 26323 shape after resizing (224, 224, 3) Image 26324 shape after resizing (224, 224, 3) Image 26325 shape after resizing (224, 224, 3) Image 26326 shape after resizing (224, 224, 3) Image 26327 shape after resizing (224, 224, 3) Image 26328 shape after resizing (224, 224, 3) Image 26329 shape after resizing (224, 224, 3) Image 26330 shape after resizing (224, 224, 3) Image 26331 shape after resizing (224, 224, 3) Image 26332 shape after resizing (224, 224, 3) Image 26333 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Image 26482 shape after resizing (224, 224, 3) Image 26483 shape after resizing (224, 224, 3) Image 26484 shape after resizing (224, 224, 3) Image 26485 shape after resizing (224, 224, 3) Image 26486 shape after resizing (224, 224, 3) Image 26487 shape after resizing (224, 224, 3) Image 26488 shape after resizing (224, 224, 3) Image 26489 shape after resizing (224, 224, 3) Image 26490 shape after resizing (224, 224, 3) Image 26491 shape after resizing (224, 224, 3) Image 26492 shape after resizing (224, 224, 3) Image 26493 shape after resizing (224, 224, 3) Image 26494 shape after resizing (224, 224, 3) Image 26495 shape after resizing (224, 224, 3) Image 26496 shape after resizing (224, 224, 3) Image 26497 shape after resizing (224, 224, 3) Image 26498 shape after resizing (224, 224, 3) Image 26499 shape after resizing (224, 224, 3) Image 26500 shape after resizing (224, 224, 3) Image 26501 shape after resizing (224, 224, 3) Image 26502 shape after resizing (224, 224, 3) Image 26503 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Image 26567 shape after resizing (224, 224, 3) Image 26568 shape after resizing (224, 224, 3) Image 26569 shape after resizing (224, 224, 3) Image 26570 shape after resizing (224, 224, 3) Image 26571 shape after resizing (224, 224, 3) Image 26572 shape after resizing (224, 224, 3) Image 26573 shape after resizing (224, 224, 3) Image 26574 shape after resizing (224, 224, 3) Image 26575 shape after resizing (224, 224, 3) Image 26576 shape after resizing (224, 224, 3) Image 26577 shape after resizing (224, 224, 3) Image 26578 shape after resizing (224, 224, 3) Image 26579 shape after resizing (224, 224, 3) Image 26580 shape after resizing (224, 224, 3) Image 26581 shape after resizing (224, 224, 3) Image 26582 shape after resizing (224, 224, 3) Image 26583 shape after resizing (224, 224, 3) Image 26584 shape after resizing (224, 224, 3) Image 26585 shape after resizing (224, 224, 3) Image 26586 shape after resizing (224, 224, 3) Image 26587 shape after resizing (224, 224, 3) Image 26588 shape after resizing (224, 224, 3) Image 26589 shape after resizing (224, 224, 3) Image 26590 shape after resizing (224, 224, 3) Image 26591 shape after resizing (224, 224, 3) Image 26592 shape after resizing (224, 224, 3) Image 26593 shape after resizing (224, 224, 3) Image 26594 shape after resizing (224, 224, 3) Image 26595 shape after resizing (224, 224, 3) Image 26596 shape after resizing (224, 224, 3) Image 26597 shape after resizing (224, 224, 3) Image 26598 shape after resizing (224, 224, 3) Image 26599 shape after resizing (224, 224, 3) Image 26600 shape after resizing (224, 224, 3) Image 26601 shape after resizing (224, 224, 3) Image 26602 shape after resizing (224, 224, 3) Image 26603 shape after resizing (224, 224, 3) Image 26604 shape after resizing (224, 224, 3) Image 26605 shape after resizing (224, 224, 3) Image 26606 shape after resizing (224, 224, 3) Image 26607 shape after resizing (224, 224, 3) Image 26608 shape after resizing (224, 224, 3) Image 26609 shape after 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Image 26652 shape after resizing (224, 224, 3) Image 26653 shape after resizing (224, 224, 3) Image 26654 shape after resizing (224, 224, 3) Image 26655 shape after resizing (224, 224, 3) Image 26656 shape after resizing (224, 224, 3) Image 26657 shape after resizing (224, 224, 3) Image 26658 shape after resizing (224, 224, 3) Image 26659 shape after resizing (224, 224, 3) Image 26660 shape after resizing (224, 224, 3) Image 26661 shape after resizing (224, 224, 3) Image 26662 shape after resizing (224, 224, 3) Image 26663 shape after resizing (224, 224, 3) Image 26664 shape after resizing (224, 224, 3) Image 26665 shape after resizing (224, 224, 3) Image 26666 shape after resizing (224, 224, 3) Image 26667 shape after resizing (224, 224, 3) Image 26668 shape after resizing (224, 224, 3) Image 26669 shape after resizing (224, 224, 3) Image 26670 shape after resizing (224, 224, 3) Image 26671 shape after resizing (224, 224, 3) Image 26672 shape after resizing (224, 224, 3) Image 26673 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Image 26737 shape after resizing (224, 224, 3) Image 26738 shape after resizing (224, 224, 3) Image 26739 shape after resizing (224, 224, 3) Image 26740 shape after resizing (224, 224, 3) Image 26741 shape after resizing (224, 224, 3) Image 26742 shape after resizing (224, 224, 3) Image 26743 shape after resizing (224, 224, 3) Image 26744 shape after resizing (224, 224, 3) Image 26745 shape after resizing (224, 224, 3) Image 26746 shape after resizing (224, 224, 3) Image 26747 shape after resizing (224, 224, 3) Image 26748 shape after resizing (224, 224, 3) Image 26749 shape after resizing (224, 224, 3) Image 26750 shape after resizing (224, 224, 3) Image 26751 shape after resizing (224, 224, 3) Image 26752 shape after resizing (224, 224, 3) Image 26753 shape after resizing (224, 224, 3) Image 26754 shape after resizing (224, 224, 3) Image 26755 shape after resizing (224, 224, 3) Image 26756 shape after resizing (224, 224, 3) Image 26757 shape after resizing (224, 224, 3) Image 26758 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Image 26822 shape after resizing (224, 224, 3) Image 26823 shape after resizing (224, 224, 3) Image 26824 shape after resizing (224, 224, 3) Image 26825 shape after resizing (224, 224, 3) Image 26826 shape after resizing (224, 224, 3) Image 26827 shape after resizing (224, 224, 3) Image 26828 shape after resizing (224, 224, 3) Image 26829 shape after resizing (224, 224, 3) Image 26830 shape after resizing (224, 224, 3) Image 26831 shape after resizing (224, 224, 3) Image 26832 shape after resizing (224, 224, 3) Image 26833 shape after resizing (224, 224, 3) Image 26834 shape after resizing (224, 224, 3) Image 26835 shape after resizing (224, 224, 3) Image 26836 shape after resizing (224, 224, 3) Image 26837 shape after resizing (224, 224, 3) Image 26838 shape after resizing (224, 224, 3) Image 26839 shape after resizing (224, 224, 3) Image 26840 shape after resizing (224, 224, 3) Image 26841 shape after resizing (224, 224, 3) Image 26842 shape after resizing (224, 224, 3) Image 26843 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Image 27247 shape after resizing (224, 224, 3) Image 27248 shape after resizing (224, 224, 3) Image 27249 shape after resizing (224, 224, 3) Image 27250 shape after resizing (224, 224, 3) Image 27251 shape after resizing (224, 224, 3) Image 27252 shape after resizing (224, 224, 3) Image 27253 shape after resizing (224, 224, 3) Image 27254 shape after resizing (224, 224, 3) Image 27255 shape after resizing (224, 224, 3) Image 27256 shape after resizing (224, 224, 3) Image 27257 shape after resizing (224, 224, 3) Image 27258 shape after resizing (224, 224, 3) Image 27259 shape after resizing (224, 224, 3) Image 27260 shape after resizing (224, 224, 3) Image 27261 shape after resizing (224, 224, 3) Image 27262 shape after resizing (224, 224, 3) Image 27263 shape after resizing (224, 224, 3) Image 27264 shape after resizing (224, 224, 3) Image 27265 shape after resizing (224, 224, 3) Image 27266 shape after resizing (224, 224, 3) Image 27267 shape after resizing (224, 224, 3) Image 27268 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Image 27332 shape after resizing (224, 224, 3) Image 27333 shape after resizing (224, 224, 3) Image 27334 shape after resizing (224, 224, 3) Image 27335 shape after resizing (224, 224, 3) Image 27336 shape after resizing (224, 224, 3) Image 27337 shape after resizing (224, 224, 3) Image 27338 shape after resizing (224, 224, 3) Image 27339 shape after resizing (224, 224, 3) Image 27340 shape after resizing (224, 224, 3) Image 27341 shape after resizing (224, 224, 3) Image 27342 shape after resizing (224, 224, 3) Image 27343 shape after resizing (224, 224, 3) Image 27344 shape after resizing (224, 224, 3) Image 27345 shape after resizing (224, 224, 3) Image 27346 shape after resizing (224, 224, 3) Image 27347 shape after resizing (224, 224, 3) Image 27348 shape after resizing (224, 224, 3) Image 27349 shape after resizing (224, 224, 3) Image 27350 shape after resizing (224, 224, 3) Image 27351 shape after resizing (224, 224, 3) Image 27352 shape after resizing (224, 224, 3) Image 27353 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Image 28437 shape after resizing (224, 224, 3) Image 28438 shape after resizing (224, 224, 3) Image 28439 shape after resizing (224, 224, 3) Image 28440 shape after resizing (224, 224, 3) Image 28441 shape after resizing (224, 224, 3) Image 28442 shape after resizing (224, 224, 3) Image 28443 shape after resizing (224, 224, 3) Image 28444 shape after resizing (224, 224, 3) Image 28445 shape after resizing (224, 224, 3) Image 28446 shape after resizing (224, 224, 3) Image 28447 shape after resizing (224, 224, 3) Image 28448 shape after resizing (224, 224, 3) Image 28449 shape after resizing (224, 224, 3) Image 28450 shape after resizing (224, 224, 3) Image 28451 shape after resizing (224, 224, 3) Image 28452 shape after resizing (224, 224, 3) Image 28453 shape after resizing (224, 224, 3) Image 28454 shape after resizing (224, 224, 3) Image 28455 shape after resizing (224, 224, 3) Image 28456 shape after resizing (224, 224, 3) Image 28457 shape after resizing (224, 224, 3) Image 28458 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Image 28522 shape after resizing (224, 224, 3) Image 28523 shape after resizing (224, 224, 3) Image 28524 shape after resizing (224, 224, 3) Image 28525 shape after resizing (224, 224, 3) Image 28526 shape after resizing (224, 224, 3) Image 28527 shape after resizing (224, 224, 3) Image 28528 shape after resizing (224, 224, 3) Image 28529 shape after resizing (224, 224, 3) Image 28530 shape after resizing (224, 224, 3) Image 28531 shape after resizing (224, 224, 3) Image 28532 shape after resizing (224, 224, 3) Image 28533 shape after resizing (224, 224, 3) Image 28534 shape after resizing (224, 224, 3) Image 28535 shape after resizing (224, 224, 3) Image 28536 shape after resizing (224, 224, 3) Image 28537 shape after resizing (224, 224, 3) Image 28538 shape after resizing (224, 224, 3) Image 28539 shape after resizing (224, 224, 3) Image 28540 shape after resizing (224, 224, 3) Image 28541 shape after resizing (224, 224, 3) Image 28542 shape after resizing (224, 224, 3) Image 28543 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Image 28607 shape after resizing (224, 224, 3) Image 28608 shape after resizing (224, 224, 3) Image 28609 shape after resizing (224, 224, 3) Image 28610 shape after resizing (224, 224, 3) Image 28611 shape after resizing (224, 224, 3) Image 28612 shape after resizing (224, 224, 3) Image 28613 shape after resizing (224, 224, 3) Image 28614 shape after resizing (224, 224, 3) Image 28615 shape after resizing (224, 224, 3) Image 28616 shape after resizing (224, 224, 3) Image 28617 shape after resizing (224, 224, 3) Image 28618 shape after resizing (224, 224, 3) Image 28619 shape after resizing (224, 224, 3) Image 28620 shape after resizing (224, 224, 3) Image 28621 shape after resizing (224, 224, 3) Image 28622 shape after resizing (224, 224, 3) Image 28623 shape after resizing (224, 224, 3) Image 28624 shape after resizing (224, 224, 3) Image 28625 shape after resizing (224, 224, 3) Image 28626 shape after resizing (224, 224, 3) Image 28627 shape after resizing (224, 224, 3) Image 28628 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Image 29287 shape after resizing (224, 224, 3) Image 29288 shape after resizing (224, 224, 3) Image 29289 shape after resizing (224, 224, 3) Image 29290 shape after resizing (224, 224, 3) Image 29291 shape after resizing (224, 224, 3) Image 29292 shape after resizing (224, 224, 3) Image 29293 shape after resizing (224, 224, 3) Image 29294 shape after resizing (224, 224, 3) Image 29295 shape after resizing (224, 224, 3) Image 29296 shape after resizing (224, 224, 3) Image 29297 shape after resizing (224, 224, 3) Image 29298 shape after resizing (224, 224, 3) Image 29299 shape after resizing (224, 224, 3) Image 29300 shape after resizing (224, 224, 3) Image 29301 shape after resizing (224, 224, 3) Image 29302 shape after resizing (224, 224, 3) Image 29303 shape after resizing (224, 224, 3) Image 29304 shape after resizing (224, 224, 3) Image 29305 shape after resizing (224, 224, 3) Image 29306 shape after resizing (224, 224, 3) Image 29307 shape after resizing (224, 224, 3) Image 29308 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Image 29372 shape after resizing (224, 224, 3) Image 29373 shape after resizing (224, 224, 3) Image 29374 shape after resizing (224, 224, 3) Image 29375 shape after resizing (224, 224, 3) Image 29376 shape after resizing (224, 224, 3) Image 29377 shape after resizing (224, 224, 3) Image 29378 shape after resizing (224, 224, 3) Image 29379 shape after resizing (224, 224, 3) Image 29380 shape after resizing (224, 224, 3) Image 29381 shape after resizing (224, 224, 3) Image 29382 shape after resizing (224, 224, 3) Image 29383 shape after resizing (224, 224, 3) Image 29384 shape after resizing (224, 224, 3) Image 29385 shape after resizing (224, 224, 3) Image 29386 shape after resizing (224, 224, 3) Image 29387 shape after resizing (224, 224, 3) Image 29388 shape after resizing (224, 224, 3) Image 29389 shape after resizing (224, 224, 3) Image 29390 shape after resizing (224, 224, 3) Image 29391 shape after resizing (224, 224, 3) Image 29392 shape after resizing (224, 224, 3) Image 29393 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Image 29542 shape after resizing (224, 224, 3) Image 29543 shape after resizing (224, 224, 3) Image 29544 shape after resizing (224, 224, 3) Image 29545 shape after resizing (224, 224, 3) Image 29546 shape after resizing (224, 224, 3) Image 29547 shape after resizing (224, 224, 3) Image 29548 shape after resizing (224, 224, 3) Image 29549 shape after resizing (224, 224, 3) Image 29550 shape after resizing (224, 224, 3) Image 29551 shape after resizing (224, 224, 3) Image 29552 shape after resizing (224, 224, 3) Image 29553 shape after resizing (224, 224, 3) Image 29554 shape after resizing (224, 224, 3) Image 29555 shape after resizing (224, 224, 3) Image 29556 shape after resizing (224, 224, 3) Image 29557 shape after resizing (224, 224, 3) Image 29558 shape after resizing (224, 224, 3) Image 29559 shape after resizing (224, 224, 3) Image 29560 shape after resizing (224, 224, 3) Image 29561 shape after resizing (224, 224, 3) Image 29562 shape after resizing (224, 224, 3) Image 29563 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Image 29627 shape after resizing (224, 224, 3) Image 29628 shape after resizing (224, 224, 3) Image 29629 shape after resizing (224, 224, 3) Image 29630 shape after resizing (224, 224, 3) Image 29631 shape after resizing (224, 224, 3) Image 29632 shape after resizing (224, 224, 3) Image 29633 shape after resizing (224, 224, 3) Image 29634 shape after resizing (224, 224, 3) Image 29635 shape after resizing (224, 224, 3) Image 29636 shape after resizing (224, 224, 3) Image 29637 shape after resizing (224, 224, 3) Image 29638 shape after resizing (224, 224, 3) Image 29639 shape after resizing (224, 224, 3) Image 29640 shape after resizing (224, 224, 3) Image 29641 shape after resizing (224, 224, 3) Image 29642 shape after resizing (224, 224, 3) Image 29643 shape after resizing (224, 224, 3) Image 29644 shape after resizing (224, 224, 3) Image 29645 shape after resizing (224, 224, 3) Image 29646 shape after resizing (224, 224, 3) Image 29647 shape after resizing (224, 224, 3) Image 29648 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Image 31667 shape after resizing (224, 224, 3) Image 31668 shape after resizing (224, 224, 3) Image 31669 shape after resizing (224, 224, 3) Image 31670 shape after resizing (224, 224, 3) Image 31671 shape after resizing (224, 224, 3) Image 31672 shape after resizing (224, 224, 3) Image 31673 shape after resizing (224, 224, 3) Image 31674 shape after resizing (224, 224, 3) Image 31675 shape after resizing (224, 224, 3) Image 31676 shape after resizing (224, 224, 3) Image 31677 shape after resizing (224, 224, 3) Image 31678 shape after resizing (224, 224, 3) Image 31679 shape after resizing (224, 224, 3) Image 31680 shape after resizing (224, 224, 3) Image 31681 shape after resizing (224, 224, 3) Image 31682 shape after resizing (224, 224, 3) Image 31683 shape after resizing (224, 224, 3) Image 31684 shape after resizing (224, 224, 3) Image 31685 shape after resizing (224, 224, 3) Image 31686 shape after resizing (224, 224, 3) Image 31687 shape after resizing (224, 224, 3) Image 31688 shape after resizing (224, 224, 3) Image 31689 shape after resizing (224, 224, 3) Image 31690 shape after resizing (224, 224, 3) Image 31691 shape after resizing (224, 224, 3) Image 31692 shape after resizing (224, 224, 3) Image 31693 shape after resizing (224, 224, 3) Image 31694 shape after resizing (224, 224, 3) Image 31695 shape after resizing (224, 224, 3) Image 31696 shape after resizing (224, 224, 3) Image 31697 shape after resizing (224, 224, 3) Image 31698 shape after resizing (224, 224, 3) Image 31699 shape after resizing (224, 224, 3) Image 31700 shape after resizing (224, 224, 3) Image 31701 shape after resizing (224, 224, 3) Image 31702 shape after resizing (224, 224, 3) Image 31703 shape after resizing (224, 224, 3) Image 31704 shape after resizing (224, 224, 3) Image 31705 shape after resizing (224, 224, 3) Image 31706 shape after resizing (224, 224, 3) Image 31707 shape after resizing (224, 224, 3) Image 31708 shape after resizing (224, 224, 3) Image 31709 shape after 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Image 31752 shape after resizing (224, 224, 3) Image 31753 shape after resizing (224, 224, 3) Image 31754 shape after resizing (224, 224, 3) Image 31755 shape after resizing (224, 224, 3) Image 31756 shape after resizing (224, 224, 3) Image 31757 shape after resizing (224, 224, 3) Image 31758 shape after resizing (224, 224, 3) Image 31759 shape after resizing (224, 224, 3) Image 31760 shape after resizing (224, 224, 3) Image 31761 shape after resizing (224, 224, 3) Image 31762 shape after resizing (224, 224, 3) Image 31763 shape after resizing (224, 224, 3) Image 31764 shape after resizing (224, 224, 3) Image 31765 shape after resizing (224, 224, 3) Image 31766 shape after resizing (224, 224, 3) Image 31767 shape after resizing (224, 224, 3) Image 31768 shape after resizing (224, 224, 3) Image 31769 shape after resizing (224, 224, 3) Image 31770 shape after resizing (224, 224, 3) Image 31771 shape after resizing (224, 224, 3) Image 31772 shape after resizing (224, 224, 3) Image 31773 shape after resizing (224, 224, 3) Image 31774 shape after resizing (224, 224, 3) Image 31775 shape after resizing (224, 224, 3) Image 31776 shape after resizing (224, 224, 3) Image 31777 shape after resizing (224, 224, 3) Image 31778 shape after resizing (224, 224, 3) Image 31779 shape after resizing (224, 224, 3) Image 31780 shape after resizing (224, 224, 3) Image 31781 shape after resizing (224, 224, 3) Image 31782 shape after resizing (224, 224, 3) Image 31783 shape after resizing (224, 224, 3) Image 31784 shape after resizing (224, 224, 3) Image 31785 shape after resizing (224, 224, 3) Image 31786 shape after resizing (224, 224, 3) Image 31787 shape after resizing (224, 224, 3) Image 31788 shape after resizing (224, 224, 3) Image 31789 shape after resizing (224, 224, 3) Image 31790 shape after resizing (224, 224, 3) Image 31791 shape after resizing (224, 224, 3) Image 31792 shape after resizing (224, 224, 3) Image 31793 shape after resizing (224, 224, 3) Image 31794 shape after resizing (224, 224, 3) Image 31795 shape after resizing (224, 224, 3) Image 31796 shape after resizing (224, 224, 3) Image 31797 shape after resizing (224, 224, 3) Image 31798 shape after resizing (224, 224, 3) Image 31799 shape after resizing (224, 224, 3) Image 31800 shape after resizing (224, 224, 3) Image 31801 shape after resizing (224, 224, 3) Image 31802 shape after resizing (224, 224, 3) Image 31803 shape after resizing (224, 224, 3) Image 31804 shape after resizing (224, 224, 3) Image 31805 shape after resizing (224, 224, 3) Image 31806 shape after resizing (224, 224, 3) Image 31807 shape after resizing (224, 224, 3) Image 31808 shape after resizing (224, 224, 3) Image 31809 shape after resizing (224, 224, 3) Image 31810 shape after resizing (224, 224, 3) Image 31811 shape after resizing (224, 224, 3) Image 31812 shape after resizing (224, 224, 3) Image 31813 shape after resizing (224, 224, 3) Image 31814 shape after resizing (224, 224, 3) Image 31815 shape after resizing 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Image 31837 shape after resizing (224, 224, 3) Image 31838 shape after resizing (224, 224, 3) Image 31839 shape after resizing (224, 224, 3) Image 31840 shape after resizing (224, 224, 3) Image 31841 shape after resizing (224, 224, 3) Image 31842 shape after resizing (224, 224, 3) Image 31843 shape after resizing (224, 224, 3) Image 31844 shape after resizing (224, 224, 3) Image 31845 shape after resizing (224, 224, 3) Image 31846 shape after resizing (224, 224, 3) Image 31847 shape after resizing (224, 224, 3) Image 31848 shape after resizing (224, 224, 3) Image 31849 shape after resizing (224, 224, 3) Image 31850 shape after resizing (224, 224, 3) Image 31851 shape after resizing (224, 224, 3) Image 31852 shape after resizing (224, 224, 3) Image 31853 shape after resizing (224, 224, 3) Image 31854 shape after resizing (224, 224, 3) Image 31855 shape after resizing (224, 224, 3) Image 31856 shape after resizing (224, 224, 3) Image 31857 shape after resizing (224, 224, 3) Image 31858 shape after resizing (224, 224, 3) Image 31859 shape after resizing (224, 224, 3) Image 31860 shape after resizing (224, 224, 3) Image 31861 shape after resizing (224, 224, 3) Image 31862 shape after resizing (224, 224, 3) Image 31863 shape after resizing (224, 224, 3) Image 31864 shape after resizing (224, 224, 3) Image 31865 shape after resizing (224, 224, 3) Image 31866 shape after resizing (224, 224, 3) Image 31867 shape after resizing (224, 224, 3) Image 31868 shape after resizing (224, 224, 3) Image 31869 shape after resizing (224, 224, 3) Image 31870 shape after resizing (224, 224, 3) Image 31871 shape after resizing (224, 224, 3) Image 31872 shape after resizing (224, 224, 3) Image 31873 shape after resizing (224, 224, 3) Image 31874 shape after resizing (224, 224, 3) Image 31875 shape after resizing (224, 224, 3) Image 31876 shape after resizing (224, 224, 3) Image 31877 shape after resizing (224, 224, 3) Image 31878 shape after resizing (224, 224, 3) Image 31879 shape after 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Image 33792 shape after resizing (224, 224, 3) Image 33793 shape after resizing (224, 224, 3) Image 33794 shape after resizing (224, 224, 3) Image 33795 shape after resizing (224, 224, 3) Image 33796 shape after resizing (224, 224, 3) Image 33797 shape after resizing (224, 224, 3) Image 33798 shape after resizing (224, 224, 3) Image 33799 shape after resizing (224, 224, 3) Image 33800 shape after resizing (224, 224, 3) Image 33801 shape after resizing (224, 224, 3) Image 33802 shape after resizing (224, 224, 3) Image 33803 shape after resizing (224, 224, 3) Image 33804 shape after resizing (224, 224, 3) Image 33805 shape after resizing (224, 224, 3) Image 33806 shape after resizing (224, 224, 3) Image 33807 shape after resizing (224, 224, 3) Image 33808 shape after resizing (224, 224, 3) Image 33809 shape after resizing (224, 224, 3) Image 33810 shape after resizing (224, 224, 3) Image 33811 shape after resizing (224, 224, 3) Image 33812 shape after resizing (224, 224, 3) Image 33813 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Image 33877 shape after resizing (224, 224, 3) Image 33878 shape after resizing (224, 224, 3) Image 33879 shape after resizing (224, 224, 3) Image 33880 shape after resizing (224, 224, 3) Image 33881 shape after resizing (224, 224, 3) Image 33882 shape after resizing (224, 224, 3) Image 33883 shape after resizing (224, 224, 3) Image 33884 shape after resizing (224, 224, 3) Image 33885 shape after resizing (224, 224, 3) Image 33886 shape after resizing (224, 224, 3) Image 33887 shape after resizing (224, 224, 3) Image 33888 shape after resizing (224, 224, 3) Image 33889 shape after resizing (224, 224, 3) Image 33890 shape after resizing (224, 224, 3) Image 33891 shape after resizing (224, 224, 3) Image 33892 shape after resizing (224, 224, 3) Image 33893 shape after resizing (224, 224, 3) Image 33894 shape after resizing (224, 224, 3) Image 33895 shape after resizing (224, 224, 3) Image 33896 shape after resizing (224, 224, 3) Image 33897 shape after resizing (224, 224, 3) Image 33898 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Image 34047 shape after resizing (224, 224, 3) Image 34048 shape after resizing (224, 224, 3) Image 34049 shape after resizing (224, 224, 3) Image 34050 shape after resizing (224, 224, 3) Image 34051 shape after resizing (224, 224, 3) Image 34052 shape after resizing (224, 224, 3) Image 34053 shape after resizing (224, 224, 3) Image 34054 shape after resizing (224, 224, 3) Image 34055 shape after resizing (224, 224, 3) Image 34056 shape after resizing (224, 224, 3) Image 34057 shape after resizing (224, 224, 3) Image 34058 shape after resizing (224, 224, 3) Image 34059 shape after resizing (224, 224, 3) Image 34060 shape after resizing (224, 224, 3) Image 34061 shape after resizing (224, 224, 3) Image 34062 shape after resizing (224, 224, 3) Image 34063 shape after resizing (224, 224, 3) Image 34064 shape after resizing (224, 224, 3) Image 34065 shape after resizing (224, 224, 3) Image 34066 shape after resizing (224, 224, 3) Image 34067 shape after resizing (224, 224, 3) Image 34068 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Image 34132 shape after resizing (224, 224, 3) Image 34133 shape after resizing (224, 224, 3) Image 34134 shape after resizing (224, 224, 3) Image 34135 shape after resizing (224, 224, 3) Image 34136 shape after resizing (224, 224, 3) Image 34137 shape after resizing (224, 224, 3) Image 34138 shape after resizing (224, 224, 3) Image 34139 shape after resizing (224, 224, 3) Image 34140 shape after resizing (224, 224, 3) Image 34141 shape after resizing (224, 224, 3) Image 34142 shape after resizing (224, 224, 3) Image 34143 shape after resizing (224, 224, 3) Image 34144 shape after resizing (224, 224, 3) Image 34145 shape after resizing (224, 224, 3) Image 34146 shape after resizing (224, 224, 3) Image 34147 shape after resizing (224, 224, 3) Image 34148 shape after resizing (224, 224, 3) Image 34149 shape after resizing (224, 224, 3) Image 34150 shape after resizing (224, 224, 3) Image 34151 shape after resizing (224, 224, 3) Image 34152 shape after resizing (224, 224, 3) Image 34153 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Image 34217 shape after resizing (224, 224, 3) Image 34218 shape after resizing (224, 224, 3) Image 34219 shape after resizing (224, 224, 3) Image 34220 shape after resizing (224, 224, 3) Image 34221 shape after resizing (224, 224, 3) Image 34222 shape after resizing (224, 224, 3) Image 34223 shape after resizing (224, 224, 3) Image 34224 shape after resizing (224, 224, 3) Image 34225 shape after resizing (224, 224, 3) Image 34226 shape after resizing (224, 224, 3) Image 34227 shape after resizing (224, 224, 3) Image 34228 shape after resizing (224, 224, 3) Image 34229 shape after resizing (224, 224, 3) Image 34230 shape after resizing (224, 224, 3) Image 34231 shape after resizing (224, 224, 3) Image 34232 shape after resizing (224, 224, 3) Image 34233 shape after resizing (224, 224, 3) Image 34234 shape after resizing (224, 224, 3) Image 34235 shape after resizing (224, 224, 3) Image 34236 shape after resizing (224, 224, 3) Image 34237 shape after resizing (224, 224, 3) Image 34238 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Image 34302 shape after resizing (224, 224, 3) Image 34303 shape after resizing (224, 224, 3) Image 34304 shape after resizing (224, 224, 3) Image 34305 shape after resizing (224, 224, 3) Image 34306 shape after resizing (224, 224, 3) Image 34307 shape after resizing (224, 224, 3) Image 34308 shape after resizing (224, 224, 3) Image 34309 shape after resizing (224, 224, 3) Image 34310 shape after resizing (224, 224, 3) Image 34311 shape after resizing (224, 224, 3) Image 34312 shape after resizing (224, 224, 3) Image 34313 shape after resizing (224, 224, 3) Image 34314 shape after resizing (224, 224, 3) Image 34315 shape after resizing (224, 224, 3) Image 34316 shape after resizing (224, 224, 3) Image 34317 shape after resizing (224, 224, 3) Image 34318 shape after resizing (224, 224, 3) Image 34319 shape after resizing (224, 224, 3) Image 34320 shape after resizing (224, 224, 3) Image 34321 shape after resizing (224, 224, 3) Image 34322 shape after resizing (224, 224, 3) Image 34323 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Image 34387 shape after resizing (224, 224, 3) Image 34388 shape after resizing (224, 224, 3) Image 34389 shape after resizing (224, 224, 3) Image 34390 shape after resizing (224, 224, 3) Image 34391 shape after resizing (224, 224, 3) Image 34392 shape after resizing (224, 224, 3) Image 34393 shape after resizing (224, 224, 3) Image 34394 shape after resizing (224, 224, 3) Image 34395 shape after resizing (224, 224, 3) Image 34396 shape after resizing (224, 224, 3) Image 34397 shape after resizing (224, 224, 3) Image 34398 shape after resizing (224, 224, 3) Image 34399 shape after resizing (224, 224, 3) Image 34400 shape after resizing (224, 224, 3) Image 34401 shape after resizing (224, 224, 3) Image 34402 shape after resizing (224, 224, 3) Image 34403 shape after resizing (224, 224, 3) Image 34404 shape after resizing (224, 224, 3) Image 34405 shape after resizing (224, 224, 3) Image 34406 shape after resizing (224, 224, 3) Image 34407 shape after resizing (224, 224, 3) Image 34408 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resizing (224, 224, 3) Image 34430 shape after resizing (224, 224, 3) Image 34431 shape after resizing (224, 224, 3) Image 34432 shape after resizing (224, 224, 3) Image 34433 shape after resizing (224, 224, 3) Image 34434 shape after resizing (224, 224, 3) Image 34435 shape after resizing (224, 224, 3) Image 34436 shape after resizing (224, 224, 3) Image 34437 shape after resizing (224, 224, 3) Image 34438 shape after resizing (224, 224, 3) Image 34439 shape after resizing (224, 224, 3) Image 34440 shape after resizing (224, 224, 3) Image 34441 shape after resizing (224, 224, 3) Image 34442 shape after resizing (224, 224, 3) Image 34443 shape after resizing (224, 224, 3) Image 34444 shape after resizing (224, 224, 3) Image 34445 shape after resizing (224, 224, 3) Image 34446 shape after resizing (224, 224, 3) Image 34447 shape after resizing (224, 224, 3) Image 34448 shape after resizing (224, 224, 3) Image 34449 shape after resizing (224, 224, 3) Image 34450 shape after resizing 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Image 34472 shape after resizing (224, 224, 3) Image 34473 shape after resizing (224, 224, 3) Image 34474 shape after resizing (224, 224, 3) Image 34475 shape after resizing (224, 224, 3) Image 34476 shape after resizing (224, 224, 3) Image 34477 shape after resizing (224, 224, 3) Image 34478 shape after resizing (224, 224, 3) Image 34479 shape after resizing (224, 224, 3) Image 34480 shape after resizing (224, 224, 3) Image 34481 shape after resizing (224, 224, 3) Image 34482 shape after resizing (224, 224, 3) Image 34483 shape after resizing (224, 224, 3) Image 34484 shape after resizing (224, 224, 3) Image 34485 shape after resizing (224, 224, 3) Image 34486 shape after resizing (224, 224, 3) Image 34487 shape after resizing (224, 224, 3) Image 34488 shape after resizing (224, 224, 3) Image 34489 shape after resizing (224, 224, 3) Image 34490 shape after resizing (224, 224, 3) Image 34491 shape after resizing (224, 224, 3) Image 34492 shape after resizing (224, 224, 3) Image 34493 shape after resizing (224, 224, 3) Image 34494 shape after resizing (224, 224, 3) Image 34495 shape after resizing (224, 224, 3) Image 34496 shape after resizing (224, 224, 3) Image 34497 shape after resizing (224, 224, 3) Image 34498 shape after resizing (224, 224, 3) Image 34499 shape after resizing (224, 224, 3) Image 34500 shape after resizing (224, 224, 3) Image 34501 shape after resizing (224, 224, 3) Image 34502 shape after resizing (224, 224, 3) Image 34503 shape after resizing (224, 224, 3) Image 34504 shape after resizing (224, 224, 3) Image 34505 shape after resizing (224, 224, 3) Image 34506 shape after resizing (224, 224, 3) Image 34507 shape after resizing (224, 224, 3) Image 34508 shape after resizing (224, 224, 3) Image 34509 shape after resizing (224, 224, 3) Image 34510 shape after resizing (224, 224, 3) Image 34511 shape after resizing (224, 224, 3) Image 34512 shape after resizing (224, 224, 3) Image 34513 shape after resizing (224, 224, 3) Image 34514 shape after 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Image 34557 shape after resizing (224, 224, 3) Image 34558 shape after resizing (224, 224, 3) Image 34559 shape after resizing (224, 224, 3) Image 34560 shape after resizing (224, 224, 3) Image 34561 shape after resizing (224, 224, 3) Image 34562 shape after resizing (224, 224, 3) Image 34563 shape after resizing (224, 224, 3) Image 34564 shape after resizing (224, 224, 3) Image 34565 shape after resizing (224, 224, 3) Image 34566 shape after resizing (224, 224, 3) Image 34567 shape after resizing (224, 224, 3) Image 34568 shape after resizing (224, 224, 3) Image 34569 shape after resizing (224, 224, 3) Image 34570 shape after resizing (224, 224, 3) Image 34571 shape after resizing (224, 224, 3) Image 34572 shape after resizing (224, 224, 3) Image 34573 shape after resizing (224, 224, 3) Image 34574 shape after resizing (224, 224, 3) Image 34575 shape after resizing (224, 224, 3) Image 34576 shape after resizing (224, 224, 3) Image 34577 shape after resizing (224, 224, 3) Image 34578 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Image 37277 shape after resizing (224, 224, 3) Image 37278 shape after resizing (224, 224, 3) Image 37279 shape after resizing (224, 224, 3) Image 37280 shape after resizing (224, 224, 3) Image 37281 shape after resizing (224, 224, 3) Image 37282 shape after resizing (224, 224, 3) Image 37283 shape after resizing (224, 224, 3) Image 37284 shape after resizing (224, 224, 3) Image 37285 shape after resizing (224, 224, 3) Image 37286 shape after resizing (224, 224, 3) Image 37287 shape after resizing (224, 224, 3) Image 37288 shape after resizing (224, 224, 3) Image 37289 shape after resizing (224, 224, 3) Image 37290 shape after resizing (224, 224, 3) Image 37291 shape after resizing (224, 224, 3) Image 37292 shape after resizing (224, 224, 3) Image 37293 shape after resizing (224, 224, 3) Image 37294 shape after resizing (224, 224, 3) Image 37295 shape after resizing (224, 224, 3) Image 37296 shape after resizing (224, 224, 3) Image 37297 shape after resizing (224, 224, 3) Image 37298 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Image 37362 shape after resizing (224, 224, 3) Image 37363 shape after resizing (224, 224, 3) Image 37364 shape after resizing (224, 224, 3) Image 37365 shape after resizing (224, 224, 3) Image 37366 shape after resizing (224, 224, 3) Image 37367 shape after resizing (224, 224, 3) Image 37368 shape after resizing (224, 224, 3) Image 37369 shape after resizing (224, 224, 3) Image 37370 shape after resizing (224, 224, 3) Image 37371 shape after resizing (224, 224, 3) Image 37372 shape after resizing (224, 224, 3) Image 37373 shape after resizing (224, 224, 3) Image 37374 shape after resizing (224, 224, 3) Image 37375 shape after resizing (224, 224, 3) Image 37376 shape after resizing (224, 224, 3) Image 37377 shape after resizing (224, 224, 3) Image 37378 shape after resizing (224, 224, 3) Image 37379 shape after resizing (224, 224, 3) Image 37380 shape after resizing (224, 224, 3) Image 37381 shape after resizing (224, 224, 3) Image 37382 shape after resizing (224, 224, 3) Image 37383 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Image 37787 shape after resizing (224, 224, 3) Image 37788 shape after resizing (224, 224, 3) Image 37789 shape after resizing (224, 224, 3) Image 37790 shape after resizing (224, 224, 3) Image 37791 shape after resizing (224, 224, 3) Image 37792 shape after resizing (224, 224, 3) Image 37793 shape after resizing (224, 224, 3) Image 37794 shape after resizing (224, 224, 3) Image 37795 shape after resizing (224, 224, 3) Image 37796 shape after resizing (224, 224, 3) Image 37797 shape after resizing (224, 224, 3) Image 37798 shape after resizing (224, 224, 3) Image 37799 shape after resizing (224, 224, 3) Image 37800 shape after resizing (224, 224, 3) Image 37801 shape after resizing (224, 224, 3) Image 37802 shape after resizing (224, 224, 3) Image 37803 shape after resizing (224, 224, 3) Image 37804 shape after resizing (224, 224, 3) Image 37805 shape after resizing (224, 224, 3) Image 37806 shape after resizing (224, 224, 3) Image 37807 shape after resizing (224, 224, 3) Image 37808 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Image 38042 shape after resizing (224, 224, 3) Image 38043 shape after resizing (224, 224, 3) Image 38044 shape after resizing (224, 224, 3) Image 38045 shape after resizing (224, 224, 3) Image 38046 shape after resizing (224, 224, 3) Image 38047 shape after resizing (224, 224, 3) Image 38048 shape after resizing (224, 224, 3) Image 38049 shape after resizing (224, 224, 3) Image 38050 shape after resizing (224, 224, 3) Image 38051 shape after resizing (224, 224, 3) Image 38052 shape after resizing (224, 224, 3) Image 38053 shape after resizing (224, 224, 3) Image 38054 shape after resizing (224, 224, 3) Image 38055 shape after resizing (224, 224, 3) Image 38056 shape after resizing (224, 224, 3) Image 38057 shape after resizing (224, 224, 3) Image 38058 shape after resizing (224, 224, 3) Image 38059 shape after resizing (224, 224, 3) Image 38060 shape after resizing (224, 224, 3) Image 38061 shape after resizing (224, 224, 3) Image 38062 shape after resizing (224, 224, 3) Image 38063 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Image 38297 shape after resizing (224, 224, 3) Image 38298 shape after resizing (224, 224, 3) Image 38299 shape after resizing (224, 224, 3) Image 38300 shape after resizing (224, 224, 3) Image 38301 shape after resizing (224, 224, 3) Image 38302 shape after resizing (224, 224, 3) Image 38303 shape after resizing (224, 224, 3) Image 38304 shape after resizing (224, 224, 3) Image 38305 shape after resizing (224, 224, 3) Image 38306 shape after resizing (224, 224, 3) Image 38307 shape after resizing (224, 224, 3) Image 38308 shape after resizing (224, 224, 3) Image 38309 shape after resizing (224, 224, 3) Image 38310 shape after resizing (224, 224, 3) Image 38311 shape after resizing (224, 224, 3) Image 38312 shape after resizing (224, 224, 3) Image 38313 shape after resizing (224, 224, 3) Image 38314 shape after resizing (224, 224, 3) Image 38315 shape after resizing (224, 224, 3) Image 38316 shape after resizing (224, 224, 3) Image 38317 shape after resizing (224, 224, 3) Image 38318 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Image 38382 shape after resizing (224, 224, 3) Image 38383 shape after resizing (224, 224, 3) Image 38384 shape after resizing (224, 224, 3) Image 38385 shape after resizing (224, 224, 3) Image 38386 shape after resizing (224, 224, 3) Image 38387 shape after resizing (224, 224, 3) Image 38388 shape after resizing (224, 224, 3) Image 38389 shape after resizing (224, 224, 3) Image 38390 shape after resizing (224, 224, 3) Image 38391 shape after resizing (224, 224, 3) Image 38392 shape after resizing (224, 224, 3) Image 38393 shape after resizing (224, 224, 3) Image 38394 shape after resizing (224, 224, 3) Image 38395 shape after resizing (224, 224, 3) Image 38396 shape after resizing (224, 224, 3) Image 38397 shape after resizing (224, 224, 3) Image 38398 shape after resizing (224, 224, 3) Image 38399 shape after resizing (224, 224, 3) Image 38400 shape after resizing (224, 224, 3) Image 38401 shape after resizing (224, 224, 3) Image 38402 shape after resizing (224, 224, 3) Image 38403 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Image 38467 shape after resizing (224, 224, 3) Image 38468 shape after resizing (224, 224, 3) Image 38469 shape after resizing (224, 224, 3) Image 38470 shape after resizing (224, 224, 3) Image 38471 shape after resizing (224, 224, 3) Image 38472 shape after resizing (224, 224, 3) Image 38473 shape after resizing (224, 224, 3) Image 38474 shape after resizing (224, 224, 3) Image 38475 shape after resizing (224, 224, 3) Image 38476 shape after resizing (224, 224, 3) Image 38477 shape after resizing (224, 224, 3) Image 38478 shape after resizing (224, 224, 3) Image 38479 shape after resizing (224, 224, 3) Image 38480 shape after resizing (224, 224, 3) Image 38481 shape after resizing (224, 224, 3) Image 38482 shape after resizing (224, 224, 3) Image 38483 shape after resizing (224, 224, 3) Image 38484 shape after resizing (224, 224, 3) Image 38485 shape after resizing (224, 224, 3) Image 38486 shape after resizing (224, 224, 3) Image 38487 shape after resizing (224, 224, 3) Image 38488 shape after resizing (224, 224, 3) Image 38489 shape after resizing (224, 224, 3) Image 38490 shape after resizing (224, 224, 3) Image 38491 shape after resizing (224, 224, 3) Image 38492 shape after resizing (224, 224, 3) Image 38493 shape after resizing (224, 224, 3) Image 38494 shape after resizing (224, 224, 3) Image 38495 shape after resizing (224, 224, 3) Image 38496 shape after resizing (224, 224, 3) Image 38497 shape after resizing (224, 224, 3) Image 38498 shape after resizing (224, 224, 3) Image 38499 shape after resizing (224, 224, 3) Image 38500 shape after resizing (224, 224, 3) Image 38501 shape after resizing (224, 224, 3) Image 38502 shape after resizing (224, 224, 3) Image 38503 shape after resizing (224, 224, 3) Image 38504 shape after resizing (224, 224, 3) Image 38505 shape after resizing (224, 224, 3) Image 38506 shape after resizing (224, 224, 3) Image 38507 shape after resizing (224, 224, 3) Image 38508 shape after resizing (224, 224, 3) Image 38509 shape after 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Image 38552 shape after resizing (224, 224, 3) Image 38553 shape after resizing (224, 224, 3) Image 38554 shape after resizing (224, 224, 3) Image 38555 shape after resizing (224, 224, 3) Image 38556 shape after resizing (224, 224, 3) Image 38557 shape after resizing (224, 224, 3) Image 38558 shape after resizing (224, 224, 3) Image 38559 shape after resizing (224, 224, 3) Image 38560 shape after resizing (224, 224, 3) Image 38561 shape after resizing (224, 224, 3) Image 38562 shape after resizing (224, 224, 3) Image 38563 shape after resizing (224, 224, 3) Image 38564 shape after resizing (224, 224, 3) Image 38565 shape after resizing (224, 224, 3) Image 38566 shape after resizing (224, 224, 3) Image 38567 shape after resizing (224, 224, 3) Image 38568 shape after resizing (224, 224, 3) Image 38569 shape after resizing (224, 224, 3) Image 38570 shape after resizing (224, 224, 3) Image 38571 shape after resizing (224, 224, 3) Image 38572 shape after resizing (224, 224, 3) Image 38573 shape after resizing (224, 224, 3) Image 38574 shape after resizing (224, 224, 3) Image 38575 shape after resizing (224, 224, 3) Image 38576 shape after resizing (224, 224, 3) Image 38577 shape after resizing (224, 224, 3) Image 38578 shape after resizing (224, 224, 3) Image 38579 shape after resizing (224, 224, 3) Image 38580 shape after resizing (224, 224, 3) Image 38581 shape after resizing (224, 224, 3) Image 38582 shape after resizing (224, 224, 3) Image 38583 shape after resizing (224, 224, 3) Image 38584 shape after resizing (224, 224, 3) Image 38585 shape after resizing (224, 224, 3) Image 38586 shape after resizing (224, 224, 3) Image 38587 shape after resizing (224, 224, 3) Image 38588 shape after resizing (224, 224, 3) Image 38589 shape after resizing (224, 224, 3) Image 38590 shape after resizing (224, 224, 3) Image 38591 shape after resizing (224, 224, 3) Image 38592 shape after resizing (224, 224, 3) Image 38593 shape after resizing (224, 224, 3) Image 38594 shape after resizing (224, 224, 3) Image 38595 shape after resizing (224, 224, 3) Image 38596 shape after resizing (224, 224, 3) Image 38597 shape after resizing (224, 224, 3) Image 38598 shape after resizing (224, 224, 3) Image 38599 shape after resizing (224, 224, 3) Image 38600 shape after resizing (224, 224, 3) Image 38601 shape after resizing (224, 224, 3) Image 38602 shape after resizing (224, 224, 3) Image 38603 shape after resizing (224, 224, 3) Image 38604 shape after resizing (224, 224, 3) Image 38605 shape after resizing (224, 224, 3) Image 38606 shape after resizing (224, 224, 3) Image 38607 shape after resizing (224, 224, 3) Image 38608 shape after resizing (224, 224, 3) Image 38609 shape after resizing (224, 224, 3) Image 38610 shape after resizing (224, 224, 3) Image 38611 shape after resizing (224, 224, 3) Image 38612 shape after resizing (224, 224, 3) Image 38613 shape after resizing (224, 224, 3) Image 38614 shape after resizing (224, 224, 3) Image 38615 shape after resizing 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Image 38637 shape after resizing (224, 224, 3) Image 38638 shape after resizing (224, 224, 3) Image 38639 shape after resizing (224, 224, 3) Image 38640 shape after resizing (224, 224, 3) Image 38641 shape after resizing (224, 224, 3) Image 38642 shape after resizing (224, 224, 3) Image 38643 shape after resizing (224, 224, 3) Image 38644 shape after resizing (224, 224, 3) Image 38645 shape after resizing (224, 224, 3) Image 38646 shape after resizing (224, 224, 3) Image 38647 shape after resizing (224, 224, 3) Image 38648 shape after resizing (224, 224, 3) Image 38649 shape after resizing (224, 224, 3) Image 38650 shape after resizing (224, 224, 3) Image 38651 shape after resizing (224, 224, 3) Image 38652 shape after resizing (224, 224, 3) Image 38653 shape after resizing (224, 224, 3) Image 38654 shape after resizing (224, 224, 3) Image 38655 shape after resizing (224, 224, 3) Image 38656 shape after resizing (224, 224, 3) Image 38657 shape after resizing (224, 224, 3) Image 38658 shape after resizing (224, 224, 3) Image 38659 shape after resizing (224, 224, 3) Image 38660 shape after resizing (224, 224, 3) Image 38661 shape after resizing (224, 224, 3) Image 38662 shape after resizing (224, 224, 3) Image 38663 shape after resizing (224, 224, 3) Image 38664 shape after resizing (224, 224, 3) Image 38665 shape after resizing (224, 224, 3) Image 38666 shape after resizing (224, 224, 3) Image 38667 shape after resizing (224, 224, 3) Image 38668 shape after resizing (224, 224, 3) Image 38669 shape after resizing (224, 224, 3) Image 38670 shape after resizing (224, 224, 3) Image 38671 shape after resizing (224, 224, 3) Image 38672 shape after resizing (224, 224, 3) Image 38673 shape after resizing (224, 224, 3) Image 38674 shape after resizing (224, 224, 3) Image 38675 shape after resizing (224, 224, 3) Image 38676 shape after resizing (224, 224, 3) Image 38677 shape after resizing (224, 224, 3) Image 38678 shape after resizing (224, 224, 3) Image 38679 shape after 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Image 38722 shape after resizing (224, 224, 3) Image 38723 shape after resizing (224, 224, 3) Image 38724 shape after resizing (224, 224, 3) Image 38725 shape after resizing (224, 224, 3) Image 38726 shape after resizing (224, 224, 3) Image 38727 shape after resizing (224, 224, 3) Image 38728 shape after resizing (224, 224, 3) Image 38729 shape after resizing (224, 224, 3) Image 38730 shape after resizing (224, 224, 3) Image 38731 shape after resizing (224, 224, 3) Image 38732 shape after resizing (224, 224, 3) Image 38733 shape after resizing (224, 224, 3) Image 38734 shape after resizing (224, 224, 3) Image 38735 shape after resizing (224, 224, 3) Image 38736 shape after resizing (224, 224, 3) Image 38737 shape after resizing (224, 224, 3) Image 38738 shape after resizing (224, 224, 3) Image 38739 shape after resizing (224, 224, 3) Image 38740 shape after resizing (224, 224, 3) Image 38741 shape after resizing (224, 224, 3) Image 38742 shape after resizing (224, 224, 3) Image 38743 shape after resizing (224, 224, 3) Image 38744 shape after resizing (224, 224, 3) Image 38745 shape after resizing (224, 224, 3) Image 38746 shape after resizing (224, 224, 3) Image 38747 shape after resizing (224, 224, 3) Image 38748 shape after resizing (224, 224, 3) Image 38749 shape after resizing (224, 224, 3) Image 38750 shape after resizing (224, 224, 3) Image 38751 shape after resizing (224, 224, 3) Image 38752 shape after resizing (224, 224, 3) Image 38753 shape after resizing (224, 224, 3) Image 38754 shape after resizing (224, 224, 3) Image 38755 shape after resizing (224, 224, 3) Image 38756 shape after resizing (224, 224, 3) Image 38757 shape after resizing (224, 224, 3) Image 38758 shape after resizing (224, 224, 3) Image 38759 shape after resizing (224, 224, 3) Image 38760 shape after resizing (224, 224, 3) Image 38761 shape after resizing (224, 224, 3) Image 38762 shape after resizing (224, 224, 3) Image 38763 shape after resizing (224, 224, 3) Image 38764 shape after resizing (224, 224, 3) Image 38765 shape after resizing (224, 224, 3) Image 38766 shape after resizing (224, 224, 3) Image 38767 shape after resizing (224, 224, 3) Image 38768 shape after resizing (224, 224, 3) Image 38769 shape after resizing (224, 224, 3) Image 38770 shape after resizing (224, 224, 3) Image 38771 shape after resizing (224, 224, 3) Image 38772 shape after resizing (224, 224, 3) Image 38773 shape after resizing (224, 224, 3) Image 38774 shape after resizing (224, 224, 3) Image 38775 shape after resizing (224, 224, 3) Image 38776 shape after resizing (224, 224, 3) Image 38777 shape after resizing (224, 224, 3) Image 38778 shape after resizing (224, 224, 3) Image 38779 shape after resizing (224, 224, 3) Image 38780 shape after resizing (224, 224, 3) Image 38781 shape after resizing (224, 224, 3) Image 38782 shape after resizing (224, 224, 3) Image 38783 shape after resizing (224, 224, 3) Image 38784 shape after resizing (224, 224, 3) Image 38785 shape after resizing 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Image 38807 shape after resizing (224, 224, 3) Image 38808 shape after resizing (224, 224, 3) Image 38809 shape after resizing (224, 224, 3) Image 38810 shape after resizing (224, 224, 3) Image 38811 shape after resizing (224, 224, 3) Image 38812 shape after resizing (224, 224, 3) Image 38813 shape after resizing (224, 224, 3) Image 38814 shape after resizing (224, 224, 3) Image 38815 shape after resizing (224, 224, 3) Image 38816 shape after resizing (224, 224, 3) Image 38817 shape after resizing (224, 224, 3) Image 38818 shape after resizing (224, 224, 3) Image 38819 shape after resizing (224, 224, 3) Image 38820 shape after resizing (224, 224, 3) Image 38821 shape after resizing (224, 224, 3) Image 38822 shape after resizing (224, 224, 3) Image 38823 shape after resizing (224, 224, 3) Image 38824 shape after resizing (224, 224, 3) Image 38825 shape after resizing (224, 224, 3) Image 38826 shape after resizing (224, 224, 3) Image 38827 shape after resizing (224, 224, 3) Image 38828 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Image 38892 shape after resizing (224, 224, 3) Image 38893 shape after resizing (224, 224, 3) Image 38894 shape after resizing (224, 224, 3) Image 38895 shape after resizing (224, 224, 3) Image 38896 shape after resizing (224, 224, 3) Image 38897 shape after resizing (224, 224, 3) Image 38898 shape after resizing (224, 224, 3) Image 38899 shape after resizing (224, 224, 3) Image 38900 shape after resizing (224, 224, 3) Image 38901 shape after resizing (224, 224, 3) Image 38902 shape after resizing (224, 224, 3) Image 38903 shape after resizing (224, 224, 3) Image 38904 shape after resizing (224, 224, 3) Image 38905 shape after resizing (224, 224, 3) Image 38906 shape after resizing (224, 224, 3) Image 38907 shape after resizing (224, 224, 3) Image 38908 shape after resizing (224, 224, 3) Image 38909 shape after resizing (224, 224, 3) Image 38910 shape after resizing (224, 224, 3) Image 38911 shape after resizing (224, 224, 3) Image 38912 shape after resizing (224, 224, 3) Image 38913 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Image 44247 shape after resizing (224, 224, 3) Image 44248 shape after resizing (224, 224, 3) Image 44249 shape after resizing (224, 224, 3) Image 44250 shape after resizing (224, 224, 3) Image 44251 shape after resizing (224, 224, 3) Image 44252 shape after resizing (224, 224, 3) Image 44253 shape after resizing (224, 224, 3) Image 44254 shape after resizing (224, 224, 3) Image 44255 shape after resizing (224, 224, 3) Image 44256 shape after resizing (224, 224, 3) Image 44257 shape after resizing (224, 224, 3) Image 44258 shape after resizing (224, 224, 3) Image 44259 shape after resizing (224, 224, 3) Image 44260 shape after resizing (224, 224, 3) Image 44261 shape after resizing (224, 224, 3) Image 44262 shape after resizing (224, 224, 3) Image 44263 shape after resizing (224, 224, 3) Image 44264 shape after resizing (224, 224, 3) Image 44265 shape after resizing (224, 224, 3) Image 44266 shape after resizing (224, 224, 3) Image 44267 shape after resizing (224, 224, 3) Image 44268 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Image 44417 shape after resizing (224, 224, 3) Image 44418 shape after resizing (224, 224, 3) Image 44419 shape after resizing (224, 224, 3) Image 44420 shape after resizing (224, 224, 3) Image 44421 shape after resizing (224, 224, 3) Image 44422 shape after resizing (224, 224, 3) Image 44423 shape after resizing (224, 224, 3) Image 44424 shape after resizing (224, 224, 3) Image 44425 shape after resizing (224, 224, 3) Image 44426 shape after resizing (224, 224, 3) Image 44427 shape after resizing (224, 224, 3) Image 44428 shape after resizing (224, 224, 3) Image 44429 shape after resizing (224, 224, 3) Image 44430 shape after resizing (224, 224, 3) Image 44431 shape after resizing (224, 224, 3) Image 44432 shape after resizing (224, 224, 3) Image 44433 shape after resizing (224, 224, 3) Image 44434 shape after resizing (224, 224, 3) Image 44435 shape after resizing (224, 224, 3) Image 44436 shape after resizing (224, 224, 3) Image 44437 shape after resizing (224, 224, 3) Image 44438 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Image 44502 shape after resizing (224, 224, 3) Image 44503 shape after resizing (224, 224, 3) Image 44504 shape after resizing (224, 224, 3) Image 44505 shape after resizing (224, 224, 3) Image 44506 shape after resizing (224, 224, 3) Image 44507 shape after resizing (224, 224, 3) Image 44508 shape after resizing (224, 224, 3) Image 44509 shape after resizing (224, 224, 3) Image 44510 shape after resizing (224, 224, 3) Image 44511 shape after resizing (224, 224, 3) Image 44512 shape after resizing (224, 224, 3) Image 44513 shape after resizing (224, 224, 3) Image 44514 shape after resizing (224, 224, 3) Image 44515 shape after resizing (224, 224, 3) Image 44516 shape after resizing (224, 224, 3) Image 44517 shape after resizing (224, 224, 3) Image 44518 shape after resizing (224, 224, 3) Image 44519 shape after resizing (224, 224, 3) Image 44520 shape after resizing (224, 224, 3) Image 44521 shape after resizing (224, 224, 3) Image 44522 shape after resizing (224, 224, 3) Image 44523 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Image 44587 shape after resizing (224, 224, 3) Image 44588 shape after resizing (224, 224, 3) Image 44589 shape after resizing (224, 224, 3) Image 44590 shape after resizing (224, 224, 3) Image 44591 shape after resizing (224, 224, 3) Image 44592 shape after resizing (224, 224, 3) Image 44593 shape after resizing (224, 224, 3) Image 44594 shape after resizing (224, 224, 3) Image 44595 shape after resizing (224, 224, 3) Image 44596 shape after resizing (224, 224, 3) Image 44597 shape after resizing (224, 224, 3) Image 44598 shape after resizing (224, 224, 3) Image 44599 shape after resizing (224, 224, 3) Image 44600 shape after resizing (224, 224, 3) Image 44601 shape after resizing (224, 224, 3) Image 44602 shape after resizing (224, 224, 3) Image 44603 shape after resizing (224, 224, 3) Image 44604 shape after resizing (224, 224, 3) Image 44605 shape after resizing (224, 224, 3) Image 44606 shape after resizing (224, 224, 3) Image 44607 shape after resizing (224, 224, 3) Image 44608 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Image 46372 shape after resizing (224, 224, 3) Image 46373 shape after resizing (224, 224, 3) Image 46374 shape after resizing (224, 224, 3) Image 46375 shape after resizing (224, 224, 3) Image 46376 shape after resizing (224, 224, 3) Image 46377 shape after resizing (224, 224, 3) Image 46378 shape after resizing (224, 224, 3) Image 46379 shape after resizing (224, 224, 3) Image 46380 shape after resizing (224, 224, 3) Image 46381 shape after resizing (224, 224, 3) Image 46382 shape after resizing (224, 224, 3) Image 46383 shape after resizing (224, 224, 3) Image 46384 shape after resizing (224, 224, 3) Image 46385 shape after resizing (224, 224, 3) Image 46386 shape after resizing (224, 224, 3) Image 46387 shape after resizing (224, 224, 3) Image 46388 shape after resizing (224, 224, 3) Image 46389 shape after resizing (224, 224, 3) Image 46390 shape after resizing (224, 224, 3) Image 46391 shape after resizing (224, 224, 3) Image 46392 shape after resizing (224, 224, 3) Image 46393 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Image 46627 shape after resizing (224, 224, 3) Image 46628 shape after resizing (224, 224, 3) Image 46629 shape after resizing (224, 224, 3) Image 46630 shape after resizing (224, 224, 3) Image 46631 shape after resizing (224, 224, 3) Image 46632 shape after resizing (224, 224, 3) Image 46633 shape after resizing (224, 224, 3) Image 46634 shape after resizing (224, 224, 3) Image 46635 shape after resizing (224, 224, 3) Image 46636 shape after resizing (224, 224, 3) Image 46637 shape after resizing (224, 224, 3) Image 46638 shape after resizing (224, 224, 3) Image 46639 shape after resizing (224, 224, 3) Image 46640 shape after resizing (224, 224, 3) Image 46641 shape after resizing (224, 224, 3) Image 46642 shape after resizing (224, 224, 3) Image 46643 shape after resizing (224, 224, 3) Image 46644 shape after resizing (224, 224, 3) Image 46645 shape after resizing (224, 224, 3) Image 46646 shape after resizing (224, 224, 3) Image 46647 shape after resizing (224, 224, 3) Image 46648 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Image 46712 shape after resizing (224, 224, 3) Image 46713 shape after resizing (224, 224, 3) Image 46714 shape after resizing (224, 224, 3) Image 46715 shape after resizing (224, 224, 3) Image 46716 shape after resizing (224, 224, 3) Image 46717 shape after resizing (224, 224, 3) Image 46718 shape after resizing (224, 224, 3) Image 46719 shape after resizing (224, 224, 3) Image 46720 shape after resizing (224, 224, 3) Image 46721 shape after resizing (224, 224, 3) Image 46722 shape after resizing (224, 224, 3) Image 46723 shape after resizing (224, 224, 3) Image 46724 shape after resizing (224, 224, 3) Image 46725 shape after resizing (224, 224, 3) Image 46726 shape after resizing (224, 224, 3) Image 46727 shape after resizing (224, 224, 3) Image 46728 shape after resizing (224, 224, 3) Image 46729 shape after resizing (224, 224, 3) Image 46730 shape after resizing (224, 224, 3) Image 46731 shape after resizing (224, 224, 3) Image 46732 shape after resizing (224, 224, 3) Image 46733 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Image 47562 shape after resizing (224, 224, 3) Image 47563 shape after resizing (224, 224, 3) Image 47564 shape after resizing (224, 224, 3) Image 47565 shape after resizing (224, 224, 3) Image 47566 shape after resizing (224, 224, 3) Image 47567 shape after resizing (224, 224, 3) Image 47568 shape after resizing (224, 224, 3) Image 47569 shape after resizing (224, 224, 3) Image 47570 shape after resizing (224, 224, 3) Image 47571 shape after resizing (224, 224, 3) Image 47572 shape after resizing (224, 224, 3) Image 47573 shape after resizing (224, 224, 3) Image 47574 shape after resizing (224, 224, 3) Image 47575 shape after resizing (224, 224, 3) Image 47576 shape after resizing (224, 224, 3) Image 47577 shape after resizing (224, 224, 3) Image 47578 shape after resizing (224, 224, 3) Image 47579 shape after resizing (224, 224, 3) Image 47580 shape after resizing (224, 224, 3) Image 47581 shape after resizing (224, 224, 3) Image 47582 shape after resizing (224, 224, 3) Image 47583 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Image 47732 shape after resizing (224, 224, 3) Image 47733 shape after resizing (224, 224, 3) Image 47734 shape after resizing (224, 224, 3) Image 47735 shape after resizing (224, 224, 3) Image 47736 shape after resizing (224, 224, 3) Image 47737 shape after resizing (224, 224, 3) Image 47738 shape after resizing (224, 224, 3) Image 47739 shape after resizing (224, 224, 3) Image 47740 shape after resizing (224, 224, 3) Image 47741 shape after resizing (224, 224, 3) Image 47742 shape after resizing (224, 224, 3) Image 47743 shape after resizing (224, 224, 3) Image 47744 shape after resizing (224, 224, 3) Image 47745 shape after resizing (224, 224, 3) Image 47746 shape after resizing (224, 224, 3) Image 47747 shape after resizing (224, 224, 3) Image 47748 shape after resizing (224, 224, 3) Image 47749 shape after resizing (224, 224, 3) Image 47750 shape after resizing (224, 224, 3) Image 47751 shape after resizing (224, 224, 3) Image 47752 shape after resizing (224, 224, 3) Image 47753 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Image 48412 shape after resizing (224, 224, 3) Image 48413 shape after resizing (224, 224, 3) Image 48414 shape after resizing (224, 224, 3) Image 48415 shape after resizing (224, 224, 3) Image 48416 shape after resizing (224, 224, 3) Image 48417 shape after resizing (224, 224, 3) Image 48418 shape after resizing (224, 224, 3) Image 48419 shape after resizing (224, 224, 3) Image 48420 shape after resizing (224, 224, 3) Image 48421 shape after resizing (224, 224, 3) Image 48422 shape after resizing (224, 224, 3) Image 48423 shape after resizing (224, 224, 3) Image 48424 shape after resizing (224, 224, 3) Image 48425 shape after resizing (224, 224, 3) Image 48426 shape after resizing (224, 224, 3) Image 48427 shape after resizing (224, 224, 3) Image 48428 shape after resizing (224, 224, 3) Image 48429 shape after resizing (224, 224, 3) Image 48430 shape after resizing (224, 224, 3) Image 48431 shape after resizing (224, 224, 3) Image 48432 shape after resizing (224, 224, 3) Image 48433 shape after resizing (224, 224, 3) Image 48434 shape after resizing (224, 224, 3) Image 48435 shape after resizing (224, 224, 3) Image 48436 shape after resizing (224, 224, 3) Image 48437 shape after resizing (224, 224, 3) Image 48438 shape after resizing (224, 224, 3) Image 48439 shape after resizing (224, 224, 3) Image 48440 shape after resizing (224, 224, 3) Image 48441 shape after resizing (224, 224, 3) Image 48442 shape after resizing (224, 224, 3) Image 48443 shape after resizing (224, 224, 3) Image 48444 shape after resizing (224, 224, 3) Image 48445 shape after resizing (224, 224, 3) Image 48446 shape after resizing (224, 224, 3) Image 48447 shape after resizing (224, 224, 3) Image 48448 shape after resizing (224, 224, 3) Image 48449 shape after resizing (224, 224, 3) Image 48450 shape after resizing (224, 224, 3) Image 48451 shape after resizing (224, 224, 3) Image 48452 shape after resizing (224, 224, 3) Image 48453 shape after resizing (224, 224, 3) Image 48454 shape after 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Image 48497 shape after resizing (224, 224, 3) Image 48498 shape after resizing (224, 224, 3) Image 48499 shape after resizing (224, 224, 3) Image 48500 shape after resizing (224, 224, 3) Image 48501 shape after resizing (224, 224, 3) Image 48502 shape after resizing (224, 224, 3) Image 48503 shape after resizing (224, 224, 3) Image 48504 shape after resizing (224, 224, 3) Image 48505 shape after resizing (224, 224, 3) Image 48506 shape after resizing (224, 224, 3) Image 48507 shape after resizing (224, 224, 3) Image 48508 shape after resizing (224, 224, 3) Image 48509 shape after resizing (224, 224, 3) Image 48510 shape after resizing (224, 224, 3) Image 48511 shape after resizing (224, 224, 3) Image 48512 shape after resizing (224, 224, 3) Image 48513 shape after resizing (224, 224, 3) Image 48514 shape after resizing (224, 224, 3) Image 48515 shape after resizing (224, 224, 3) Image 48516 shape after resizing (224, 224, 3) Image 48517 shape after resizing (224, 224, 3) Image 48518 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Image 48582 shape after resizing (224, 224, 3) Image 48583 shape after resizing (224, 224, 3) Image 48584 shape after resizing (224, 224, 3) Image 48585 shape after resizing (224, 224, 3) Image 48586 shape after resizing (224, 224, 3) Image 48587 shape after resizing (224, 224, 3) Image 48588 shape after resizing (224, 224, 3) Image 48589 shape after resizing (224, 224, 3) Image 48590 shape after resizing (224, 224, 3) Image 48591 shape after resizing (224, 224, 3) Image 48592 shape after resizing (224, 224, 3) Image 48593 shape after resizing (224, 224, 3) Image 48594 shape after resizing (224, 224, 3) Image 48595 shape after resizing (224, 224, 3) Image 48596 shape after resizing (224, 224, 3) Image 48597 shape after resizing (224, 224, 3) Image 48598 shape after resizing (224, 224, 3) Image 48599 shape after resizing (224, 224, 3) Image 48600 shape after resizing (224, 224, 3) Image 48601 shape after resizing (224, 224, 3) Image 48602 shape after resizing (224, 224, 3) Image 48603 shape after resizing (224, 224, 3) Image 48604 shape after resizing (224, 224, 3) Image 48605 shape after resizing (224, 224, 3) Image 48606 shape after resizing (224, 224, 3) Image 48607 shape after resizing (224, 224, 3) Image 48608 shape after resizing (224, 224, 3) Image 48609 shape after resizing (224, 224, 3) Image 48610 shape after resizing (224, 224, 3) Image 48611 shape after resizing (224, 224, 3) Image 48612 shape after resizing (224, 224, 3) Image 48613 shape after resizing (224, 224, 3) Image 48614 shape after resizing (224, 224, 3) Image 48615 shape after resizing (224, 224, 3) Image 48616 shape after resizing (224, 224, 3) Image 48617 shape after resizing (224, 224, 3) Image 48618 shape after resizing (224, 224, 3) Image 48619 shape after resizing (224, 224, 3) Image 48620 shape after resizing (224, 224, 3) Image 48621 shape after resizing (224, 224, 3) Image 48622 shape after resizing (224, 224, 3) Image 48623 shape after resizing (224, 224, 3) Image 48624 shape after resizing (224, 224, 3) Image 48625 shape after resizing (224, 224, 3) Image 48626 shape after resizing (224, 224, 3) Image 48627 shape after resizing (224, 224, 3) Image 48628 shape after resizing (224, 224, 3) Image 48629 shape after resizing (224, 224, 3) Image 48630 shape after resizing (224, 224, 3) Image 48631 shape after resizing (224, 224, 3) Image 48632 shape after resizing (224, 224, 3) Image 48633 shape after resizing (224, 224, 3) Image 48634 shape after resizing (224, 224, 3) Image 48635 shape after resizing (224, 224, 3) Image 48636 shape after resizing (224, 224, 3) Image 48637 shape after resizing (224, 224, 3) Image 48638 shape after resizing (224, 224, 3) Image 48639 shape after resizing (224, 224, 3) Image 48640 shape after resizing (224, 224, 3) Image 48641 shape after resizing (224, 224, 3) Image 48642 shape after resizing (224, 224, 3) Image 48643 shape after resizing (224, 224, 3) Image 48644 shape after resizing (224, 224, 3) Image 48645 shape after resizing 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Image 48667 shape after resizing (224, 224, 3) Image 48668 shape after resizing (224, 224, 3) Image 48669 shape after resizing (224, 224, 3) Image 48670 shape after resizing (224, 224, 3) Image 48671 shape after resizing (224, 224, 3) Image 48672 shape after resizing (224, 224, 3) Image 48673 shape after resizing (224, 224, 3) Image 48674 shape after resizing (224, 224, 3) Image 48675 shape after resizing (224, 224, 3) Image 48676 shape after resizing (224, 224, 3) Image 48677 shape after resizing (224, 224, 3) Image 48678 shape after resizing (224, 224, 3) Image 48679 shape after resizing (224, 224, 3) Image 48680 shape after resizing (224, 224, 3) Image 48681 shape after resizing (224, 224, 3) Image 48682 shape after resizing (224, 224, 3) Image 48683 shape after resizing (224, 224, 3) Image 48684 shape after resizing (224, 224, 3) Image 48685 shape after resizing (224, 224, 3) Image 48686 shape after resizing (224, 224, 3) Image 48687 shape after resizing (224, 224, 3) Image 48688 shape after resizing (224, 224, 3) Image 48689 shape after resizing (224, 224, 3) Image 48690 shape after resizing (224, 224, 3) Image 48691 shape after resizing (224, 224, 3) Image 48692 shape after resizing (224, 224, 3) Image 48693 shape after resizing (224, 224, 3) Image 48694 shape after resizing (224, 224, 3) Image 48695 shape after resizing (224, 224, 3) Image 48696 shape after resizing (224, 224, 3) Image 48697 shape after resizing (224, 224, 3) Image 48698 shape after resizing (224, 224, 3) Image 48699 shape after resizing (224, 224, 3) Image 48700 shape after resizing (224, 224, 3) Image 48701 shape after resizing (224, 224, 3) Image 48702 shape after resizing (224, 224, 3) Image 48703 shape after resizing (224, 224, 3) Image 48704 shape after resizing (224, 224, 3) Image 48705 shape after resizing (224, 224, 3) Image 48706 shape after resizing (224, 224, 3) Image 48707 shape after resizing (224, 224, 3) Image 48708 shape after resizing (224, 224, 3) Image 48709 shape after resizing (224, 224, 3) Image 48710 shape after resizing (224, 224, 3) Image 48711 shape after resizing (224, 224, 3) Image 48712 shape after resizing (224, 224, 3) Image 48713 shape after resizing (224, 224, 3) Image 48714 shape after resizing (224, 224, 3) Image 48715 shape after resizing (224, 224, 3) Image 48716 shape after resizing (224, 224, 3) Image 48717 shape after resizing (224, 224, 3) Image 48718 shape after resizing (224, 224, 3) Image 48719 shape after resizing (224, 224, 3) Image 48720 shape after resizing (224, 224, 3) Image 48721 shape after resizing (224, 224, 3) Image 48722 shape after resizing (224, 224, 3) Image 48723 shape after resizing (224, 224, 3) Image 48724 shape after resizing (224, 224, 3) Image 48725 shape after resizing (224, 224, 3) Image 48726 shape after resizing (224, 224, 3) Image 48727 shape after resizing (224, 224, 3) Image 48728 shape after resizing (224, 224, 3) Image 48729 shape after resizing (224, 224, 3) Image 48730 shape after resizing (224, 224, 3) Image 48731 shape after resizing (224, 224, 3) Image 48732 shape after resizing (224, 224, 3) Image 48733 shape after resizing (224, 224, 3) Image 48734 shape after resizing (224, 224, 3) Image 48735 shape after resizing (224, 224, 3) Image 48736 shape after resizing (224, 224, 3) Image 48737 shape after resizing (224, 224, 3) Image 48738 shape after resizing (224, 224, 3) Image 48739 shape after resizing (224, 224, 3) Image 48740 shape after resizing (224, 224, 3) Image 48741 shape after resizing (224, 224, 3) Image 48742 shape after resizing (224, 224, 3) Image 48743 shape after resizing (224, 224, 3) Image 48744 shape after resizing (224, 224, 3) Image 48745 shape after resizing (224, 224, 3) Image 48746 shape after resizing (224, 224, 3) Image 48747 shape after resizing (224, 224, 3) Image 48748 shape after resizing (224, 224, 3) Image 48749 shape after resizing (224, 224, 3) Image 48750 shape after resizing (224, 224, 3) Image 48751 shape after resizing (224, 224, 3) Image 48752 shape after resizing (224, 224, 3) Image 48753 shape after resizing (224, 224, 3) Image 48754 shape after resizing (224, 224, 3) Image 48755 shape after resizing (224, 224, 3) Image 48756 shape after resizing (224, 224, 3) Image 48757 shape after resizing (224, 224, 3) Image 48758 shape after resizing (224, 224, 3) Image 48759 shape after resizing (224, 224, 3) Image 48760 shape after resizing (224, 224, 3) Image 48761 shape after resizing (224, 224, 3) Image 48762 shape after resizing (224, 224, 3) Image 48763 shape after resizing (224, 224, 3) Image 48764 shape after resizing (224, 224, 3) Image 48765 shape after resizing (224, 224, 3) Image 48766 shape after resizing (224, 224, 3) Image 48767 shape after resizing (224, 224, 3) Image 48768 shape after resizing (224, 224, 3) Image 48769 shape after resizing (224, 224, 3) Image 48770 shape after resizing (224, 224, 3) Image 48771 shape after resizing (224, 224, 3) Image 48772 shape after resizing (224, 224, 3) Image 48773 shape after resizing (224, 224, 3) Image 48774 shape after resizing (224, 224, 3) Image 48775 shape after resizing (224, 224, 3) Image 48776 shape after resizing (224, 224, 3) Image 48777 shape after resizing (224, 224, 3) Image 48778 shape after resizing (224, 224, 3) Image 48779 shape after resizing (224, 224, 3) Image 48780 shape after resizing (224, 224, 3) Image 48781 shape after resizing (224, 224, 3) Image 48782 shape after resizing (224, 224, 3) Image 48783 shape after resizing (224, 224, 3) Image 48784 shape after resizing (224, 224, 3) Image 48785 shape after resizing (224, 224, 3) Image 48786 shape after resizing (224, 224, 3) Image 48787 shape after resizing (224, 224, 3) Image 48788 shape after resizing (224, 224, 3) Image 48789 shape after resizing (224, 224, 3) Image 48790 shape after resizing (224, 224, 3) Image 48791 shape after resizing (224, 224, 3) Image 48792 shape after resizing (224, 224, 3) Image 48793 shape after resizing (224, 224, 3) Image 48794 shape after resizing (224, 224, 3) Image 48795 shape after resizing (224, 224, 3) Image 48796 shape after resizing (224, 224, 3) Image 48797 shape after resizing (224, 224, 3) Image 48798 shape after resizing (224, 224, 3) Image 48799 shape after resizing (224, 224, 3) Image 48800 shape after resizing (224, 224, 3) Image 48801 shape after resizing (224, 224, 3) Image 48802 shape after resizing (224, 224, 3) Image 48803 shape after resizing (224, 224, 3) Image 48804 shape after resizing (224, 224, 3) Image 48805 shape after resizing (224, 224, 3) Image 48806 shape after resizing (224, 224, 3) Image 48807 shape after resizing (224, 224, 3) Image 48808 shape after resizing (224, 224, 3) Image 48809 shape after resizing (224, 224, 3) Image 48810 shape after resizing (224, 224, 3) Image 48811 shape after resizing (224, 224, 3) Image 48812 shape after resizing (224, 224, 3) Image 48813 shape after resizing (224, 224, 3) Image 48814 shape after resizing (224, 224, 3) Image 48815 shape after resizing (224, 224, 3) Image 48816 shape after resizing (224, 224, 3) Image 48817 shape after resizing (224, 224, 3) Image 48818 shape after resizing (224, 224, 3) Image 48819 shape after resizing (224, 224, 3) Image 48820 shape after resizing (224, 224, 3) Image 48821 shape after resizing (224, 224, 3) Image 48822 shape after resizing (224, 224, 3) Image 48823 shape after resizing (224, 224, 3) Image 48824 shape after resizing (224, 224, 3) Image 48825 shape after resizing (224, 224, 3) Image 48826 shape after resizing (224, 224, 3) Image 48827 shape after resizing (224, 224, 3) Image 48828 shape after resizing (224, 224, 3) Image 48829 shape after resizing (224, 224, 3) Image 48830 shape after resizing (224, 224, 3) Image 48831 shape after resizing (224, 224, 3) Image 48832 shape after resizing (224, 224, 3) Image 48833 shape after resizing (224, 224, 3) Image 48834 shape after resizing (224, 224, 3) Image 48835 shape after resizing (224, 224, 3) Image 48836 shape after resizing (224, 224, 3) Image 48837 shape after resizing (224, 224, 3) Image 48838 shape after resizing (224, 224, 3) Image 48839 shape after resizing (224, 224, 3) Image 48840 shape after resizing (224, 224, 3) Image 48841 shape after resizing (224, 224, 3) Image 48842 shape after resizing (224, 224, 3) Image 48843 shape after resizing (224, 224, 3) Image 48844 shape after resizing (224, 224, 3) Image 48845 shape after resizing (224, 224, 3) Image 48846 shape after resizing (224, 224, 3) Image 48847 shape after resizing (224, 224, 3) Image 48848 shape after resizing (224, 224, 3) Image 48849 shape after resizing (224, 224, 3) Image 48850 shape after resizing (224, 224, 3) Image 48851 shape after resizing (224, 224, 3) Image 48852 shape after resizing (224, 224, 3) Image 48853 shape after resizing (224, 224, 3) Image 48854 shape after resizing (224, 224, 3) Image 48855 shape after resizing (224, 224, 3) Image 48856 shape after resizing (224, 224, 3) Image 48857 shape after resizing (224, 224, 3) Image 48858 shape after resizing (224, 224, 3) Image 48859 shape after resizing (224, 224, 3) Image 48860 shape after resizing (224, 224, 3) Image 48861 shape after resizing (224, 224, 3) Image 48862 shape after resizing (224, 224, 3) Image 48863 shape after resizing (224, 224, 3) Image 48864 shape after resizing (224, 224, 3) Image 48865 shape after resizing (224, 224, 3) Image 48866 shape after resizing (224, 224, 3) Image 48867 shape after resizing (224, 224, 3) Image 48868 shape after resizing (224, 224, 3) Image 48869 shape after resizing (224, 224, 3) Image 48870 shape after resizing (224, 224, 3) Image 48871 shape after resizing (224, 224, 3) Image 48872 shape after resizing (224, 224, 3) Image 48873 shape after resizing (224, 224, 3) Image 48874 shape after resizing (224, 224, 3) Image 48875 shape after resizing (224, 224, 3) Image 48876 shape after resizing (224, 224, 3) Image 48877 shape after resizing (224, 224, 3) Image 48878 shape after resizing (224, 224, 3) Image 48879 shape after resizing (224, 224, 3) Image 48880 shape after resizing (224, 224, 3) Image 48881 shape after resizing (224, 224, 3) Image 48882 shape after resizing (224, 224, 3) Image 48883 shape after resizing (224, 224, 3) Image 48884 shape after resizing (224, 224, 3) Image 48885 shape after resizing (224, 224, 3) Image 48886 shape after resizing (224, 224, 3) Image 48887 shape after resizing (224, 224, 3) Image 48888 shape after resizing (224, 224, 3) Image 48889 shape after resizing (224, 224, 3) Image 48890 shape after resizing (224, 224, 3) Image 48891 shape after resizing (224, 224, 3) Image 48892 shape after resizing (224, 224, 3) Image 48893 shape after resizing (224, 224, 3) Image 48894 shape after resizing (224, 224, 3) Image 48895 shape after resizing (224, 224, 3) Image 48896 shape after resizing (224, 224, 3) Image 48897 shape after resizing (224, 224, 3) Image 48898 shape after resizing (224, 224, 3) Image 48899 shape after resizing (224, 224, 3) Image 48900 shape after resizing (224, 224, 3) Image 48901 shape after resizing (224, 224, 3) Image 48902 shape after resizing (224, 224, 3) Image 48903 shape after resizing (224, 224, 3) Image 48904 shape after resizing (224, 224, 3) Image 48905 shape after resizing (224, 224, 3) Image 48906 shape after resizing (224, 224, 3) Image 48907 shape after resizing (224, 224, 3) Image 48908 shape after resizing (224, 224, 3) Image 48909 shape after resizing (224, 224, 3) Image 48910 shape after resizing (224, 224, 3) Image 48911 shape after resizing (224, 224, 3) Image 48912 shape after resizing (224, 224, 3) Image 48913 shape after resizing (224, 224, 3) Image 48914 shape after resizing (224, 224, 3) Image 48915 shape after resizing (224, 224, 3) Image 48916 shape after resizing (224, 224, 3) Image 48917 shape after resizing (224, 224, 3) Image 48918 shape after resizing (224, 224, 3) Image 48919 shape after resizing (224, 224, 3) Image 48920 shape after resizing (224, 224, 3) Image 48921 shape after resizing (224, 224, 3) Image 48922 shape after resizing (224, 224, 3) Image 48923 shape after resizing (224, 224, 3) Image 48924 shape after resizing (224, 224, 3) Image 48925 shape after resizing (224, 224, 3) Image 48926 shape after resizing (224, 224, 3) Image 48927 shape after resizing (224, 224, 3) Image 48928 shape after resizing (224, 224, 3) Image 48929 shape after resizing (224, 224, 3) Image 48930 shape after resizing (224, 224, 3) Image 48931 shape after resizing (224, 224, 3) Image 48932 shape after resizing (224, 224, 3) Image 48933 shape after resizing (224, 224, 3) Image 48934 shape after resizing (224, 224, 3) Image 48935 shape after resizing (224, 224, 3) Image 48936 shape after resizing (224, 224, 3) Image 48937 shape after resizing (224, 224, 3) Image 48938 shape after resizing (224, 224, 3) Image 48939 shape after resizing (224, 224, 3) Image 48940 shape after resizing (224, 224, 3) Image 48941 shape after resizing (224, 224, 3) Image 48942 shape after resizing (224, 224, 3) Image 48943 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Image 49007 shape after resizing (224, 224, 3) Image 49008 shape after resizing (224, 224, 3) Image 49009 shape after resizing (224, 224, 3) Image 49010 shape after resizing (224, 224, 3) Image 49011 shape after resizing (224, 224, 3) Image 49012 shape after resizing (224, 224, 3) Image 49013 shape after resizing (224, 224, 3) Image 49014 shape after resizing (224, 224, 3) Image 49015 shape after resizing (224, 224, 3) Image 49016 shape after resizing (224, 224, 3) Image 49017 shape after resizing (224, 224, 3) Image 49018 shape after resizing (224, 224, 3) Image 49019 shape after resizing (224, 224, 3) Image 49020 shape after resizing (224, 224, 3) Image 49021 shape after resizing (224, 224, 3) Image 49022 shape after resizing (224, 224, 3) Image 49023 shape after resizing (224, 224, 3) Image 49024 shape after resizing (224, 224, 3) Image 49025 shape after resizing (224, 224, 3) Image 49026 shape after resizing (224, 224, 3) Image 49027 shape after resizing (224, 224, 3) Image 49028 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Image 49092 shape after resizing (224, 224, 3) Image 49093 shape after resizing (224, 224, 3) Image 49094 shape after resizing (224, 224, 3) Image 49095 shape after resizing (224, 224, 3) Image 49096 shape after resizing (224, 224, 3) Image 49097 shape after resizing (224, 224, 3) Image 49098 shape after resizing (224, 224, 3) Image 49099 shape after resizing (224, 224, 3) Image 49100 shape after resizing (224, 224, 3) Image 49101 shape after resizing (224, 224, 3) Image 49102 shape after resizing (224, 224, 3) Image 49103 shape after resizing (224, 224, 3) Image 49104 shape after resizing (224, 224, 3) Image 49105 shape after resizing (224, 224, 3) Image 49106 shape after resizing (224, 224, 3) Image 49107 shape after resizing (224, 224, 3) Image 49108 shape after resizing (224, 224, 3) Image 49109 shape after resizing (224, 224, 3) Image 49110 shape after resizing (224, 224, 3) Image 49111 shape after resizing (224, 224, 3) Image 49112 shape after resizing (224, 224, 3) Image 49113 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Image 49177 shape after resizing (224, 224, 3) Image 49178 shape after resizing (224, 224, 3) Image 49179 shape after resizing (224, 224, 3) Image 49180 shape after resizing (224, 224, 3) Image 49181 shape after resizing (224, 224, 3) Image 49182 shape after resizing (224, 224, 3) Image 49183 shape after resizing (224, 224, 3) Image 49184 shape after resizing (224, 224, 3) Image 49185 shape after resizing (224, 224, 3) Image 49186 shape after resizing (224, 224, 3) Image 49187 shape after resizing (224, 224, 3) Image 49188 shape after resizing (224, 224, 3) Image 49189 shape after resizing (224, 224, 3) Image 49190 shape after resizing (224, 224, 3) Image 49191 shape after resizing (224, 224, 3) Image 49192 shape after resizing (224, 224, 3) Image 49193 shape after resizing (224, 224, 3) Image 49194 shape after resizing (224, 224, 3) Image 49195 shape after resizing (224, 224, 3) Image 49196 shape after resizing (224, 224, 3) Image 49197 shape after resizing (224, 224, 3) Image 49198 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Image 49262 shape after resizing (224, 224, 3) Image 49263 shape after resizing (224, 224, 3) Image 49264 shape after resizing (224, 224, 3) Image 49265 shape after resizing (224, 224, 3) Image 49266 shape after resizing (224, 224, 3) Image 49267 shape after resizing (224, 224, 3) Image 49268 shape after resizing (224, 224, 3) Image 49269 shape after resizing (224, 224, 3) Image 49270 shape after resizing (224, 224, 3) Image 49271 shape after resizing (224, 224, 3) Image 49272 shape after resizing (224, 224, 3) Image 49273 shape after resizing (224, 224, 3) Image 49274 shape after resizing (224, 224, 3) Image 49275 shape after resizing (224, 224, 3) Image 49276 shape after resizing (224, 224, 3) Image 49277 shape after resizing (224, 224, 3) Image 49278 shape after resizing (224, 224, 3) Image 49279 shape after resizing (224, 224, 3) Image 49280 shape after resizing (224, 224, 3) Image 49281 shape after resizing (224, 224, 3) Image 49282 shape after resizing (224, 224, 3) Image 49283 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Image 49347 shape after resizing (224, 224, 3) Image 49348 shape after resizing (224, 224, 3) Image 49349 shape after resizing (224, 224, 3) Image 49350 shape after resizing (224, 224, 3) Image 49351 shape after resizing (224, 224, 3) Image 49352 shape after resizing (224, 224, 3) Image 49353 shape after resizing (224, 224, 3) Image 49354 shape after resizing (224, 224, 3) Image 49355 shape after resizing (224, 224, 3) Image 49356 shape after resizing (224, 224, 3) Image 49357 shape after resizing (224, 224, 3) Image 49358 shape after resizing (224, 224, 3) Image 49359 shape after resizing (224, 224, 3) Image 49360 shape after resizing (224, 224, 3) Image 49361 shape after resizing (224, 224, 3) Image 49362 shape after resizing (224, 224, 3) Image 49363 shape after resizing (224, 224, 3) Image 49364 shape after resizing (224, 224, 3) Image 49365 shape after resizing (224, 224, 3) Image 49366 shape after resizing (224, 224, 3) Image 49367 shape after resizing (224, 224, 3) Image 49368 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Image 49432 shape after resizing (224, 224, 3) Image 49433 shape after resizing (224, 224, 3) Image 49434 shape after resizing (224, 224, 3) Image 49435 shape after resizing (224, 224, 3) Image 49436 shape after resizing (224, 224, 3) Image 49437 shape after resizing (224, 224, 3) Image 49438 shape after resizing (224, 224, 3) Image 49439 shape after resizing (224, 224, 3) Image 49440 shape after resizing (224, 224, 3) Image 49441 shape after resizing (224, 224, 3) Image 49442 shape after resizing (224, 224, 3) Image 49443 shape after resizing (224, 224, 3) Image 49444 shape after resizing (224, 224, 3) Image 49445 shape after resizing (224, 224, 3) Image 49446 shape after resizing (224, 224, 3) Image 49447 shape after resizing (224, 224, 3) Image 49448 shape after resizing (224, 224, 3) Image 49449 shape after resizing (224, 224, 3) Image 49450 shape after resizing (224, 224, 3) Image 49451 shape after resizing (224, 224, 3) Image 49452 shape after resizing (224, 224, 3) Image 49453 shape after resizing (224, 224, 3) Image 49454 shape after resizing (224, 224, 3) Image 49455 shape after resizing (224, 224, 3) Image 49456 shape after resizing (224, 224, 3) Image 49457 shape after resizing (224, 224, 3) Image 49458 shape after resizing (224, 224, 3) Image 49459 shape after resizing (224, 224, 3) Image 49460 shape after resizing (224, 224, 3) Image 49461 shape after resizing (224, 224, 3) Image 49462 shape after resizing (224, 224, 3) Image 49463 shape after resizing (224, 224, 3) Image 49464 shape after resizing (224, 224, 3) Image 49465 shape after resizing (224, 224, 3) Image 49466 shape after resizing (224, 224, 3) Image 49467 shape after resizing (224, 224, 3) Image 49468 shape after resizing (224, 224, 3) Image 49469 shape after resizing (224, 224, 3) Image 49470 shape after resizing (224, 224, 3) Image 49471 shape after resizing (224, 224, 3) Image 49472 shape after resizing (224, 224, 3) Image 49473 shape after resizing (224, 224, 3) Image 49474 shape after resizing (224, 224, 3) Image 49475 shape after resizing (224, 224, 3) Image 49476 shape after resizing (224, 224, 3) Image 49477 shape after resizing (224, 224, 3) Image 49478 shape after resizing (224, 224, 3) Image 49479 shape after resizing (224, 224, 3) Image 49480 shape after resizing (224, 224, 3) Image 49481 shape after resizing (224, 224, 3) Image 49482 shape after resizing (224, 224, 3) Image 49483 shape after resizing (224, 224, 3) Image 49484 shape after resizing (224, 224, 3) Image 49485 shape after resizing (224, 224, 3) Image 49486 shape after resizing (224, 224, 3) Image 49487 shape after resizing (224, 224, 3) Image 49488 shape after resizing (224, 224, 3) Image 49489 shape after resizing (224, 224, 3) Image 49490 shape after resizing (224, 224, 3) Image 49491 shape after resizing (224, 224, 3) Image 49492 shape after resizing (224, 224, 3) Image 49493 shape after resizing (224, 224, 3) Image 49494 shape after resizing (224, 224, 3) Image 49495 shape after resizing (224, 224, 3) Image 49496 shape after resizing (224, 224, 3) Image 49497 shape after resizing (224, 224, 3) Image 49498 shape after resizing (224, 224, 3) Image 49499 shape after resizing (224, 224, 3) Image 49500 shape after resizing (224, 224, 3) Image 49501 shape after resizing (224, 224, 3) Image 49502 shape after resizing (224, 224, 3) Image 49503 shape after resizing (224, 224, 3) Image 49504 shape after resizing (224, 224, 3) Image 49505 shape after resizing (224, 224, 3) Image 49506 shape after resizing (224, 224, 3) Image 49507 shape after resizing (224, 224, 3) Image 49508 shape after resizing (224, 224, 3) Image 49509 shape after resizing (224, 224, 3) Image 49510 shape after resizing (224, 224, 3) Image 49511 shape after resizing (224, 224, 3) Image 49512 shape after resizing (224, 224, 3) Image 49513 shape after resizing (224, 224, 3) Image 49514 shape after resizing (224, 224, 3) Image 49515 shape after resizing (224, 224, 3) Image 49516 shape after resizing (224, 224, 3) 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shape after resizing (224, 224, 3) Image 49539 shape after resizing (224, 224, 3) Image 49540 shape after resizing (224, 224, 3) Image 49541 shape after resizing (224, 224, 3) Image 49542 shape after resizing (224, 224, 3) Image 49543 shape after resizing (224, 224, 3) Image 49544 shape after resizing (224, 224, 3) Image 49545 shape after resizing (224, 224, 3) Image 49546 shape after resizing (224, 224, 3) Image 49547 shape after resizing (224, 224, 3) Image 49548 shape after resizing (224, 224, 3) Image 49549 shape after resizing (224, 224, 3) Image 49550 shape after resizing (224, 224, 3) Image 49551 shape after resizing (224, 224, 3) Image 49552 shape after resizing (224, 224, 3) Image 49553 shape after resizing (224, 224, 3) Image 49554 shape after resizing (224, 224, 3) Image 49555 shape after resizing (224, 224, 3) Image 49556 shape after resizing (224, 224, 3) Image 49557 shape after resizing (224, 224, 3) Image 49558 shape after resizing (224, 224, 3) Image 49559 shape after resizing (224, 224, 3) Image 49560 shape after resizing (224, 224, 3) Image 49561 shape after resizing (224, 224, 3) Image 49562 shape after resizing (224, 224, 3) Image 49563 shape after resizing (224, 224, 3) Image 49564 shape after resizing (224, 224, 3) Image 49565 shape after resizing (224, 224, 3) Image 49566 shape after resizing (224, 224, 3) Image 49567 shape after resizing (224, 224, 3) Image 49568 shape after resizing (224, 224, 3) Image 49569 shape after resizing (224, 224, 3) Image 49570 shape after resizing (224, 224, 3) Image 49571 shape after resizing (224, 224, 3) Image 49572 shape after resizing (224, 224, 3) Image 49573 shape after resizing (224, 224, 3) Image 49574 shape after resizing (224, 224, 3) Image 49575 shape after resizing (224, 224, 3) Image 49576 shape after resizing (224, 224, 3) Image 49577 shape after resizing (224, 224, 3) Image 49578 shape after resizing (224, 224, 3) Image 49579 shape after resizing (224, 224, 3) Image 49580 shape after resizing (224, 224, 3) Image 49581 shape after resizing (224, 224, 3) Image 49582 shape after resizing (224, 224, 3) Image 49583 shape after resizing (224, 224, 3) Image 49584 shape after resizing (224, 224, 3) Image 49585 shape after resizing (224, 224, 3) Image 49586 shape after resizing (224, 224, 3) Image 49587 shape after resizing (224, 224, 3) Image 49588 shape after resizing (224, 224, 3) Image 49589 shape after resizing (224, 224, 3) Image 49590 shape after resizing (224, 224, 3) Image 49591 shape after resizing (224, 224, 3) Image 49592 shape after resizing (224, 224, 3) Image 49593 shape after resizing (224, 224, 3) Image 49594 shape after resizing (224, 224, 3) Image 49595 shape after resizing (224, 224, 3) Image 49596 shape after resizing (224, 224, 3) Image 49597 shape after resizing (224, 224, 3) Image 49598 shape after resizing (224, 224, 3) Image 49599 shape after resizing (224, 224, 3) Image 49600 shape after resizing (224, 224, 3) Image 49601 shape after resizing (224, 224, 3) Image 49602 shape after resizing (224, 224, 3) Image 49603 shape after resizing (224, 224, 3) Image 49604 shape after resizing (224, 224, 3) Image 49605 shape after resizing (224, 224, 3) Image 49606 shape after resizing (224, 224, 3) Image 49607 shape after resizing (224, 224, 3) Image 49608 shape after resizing (224, 224, 3) Image 49609 shape after resizing (224, 224, 3) Image 49610 shape after resizing (224, 224, 3) Image 49611 shape after resizing (224, 224, 3) Image 49612 shape after resizing (224, 224, 3) Image 49613 shape after resizing (224, 224, 3) Image 49614 shape after resizing (224, 224, 3) Image 49615 shape after resizing (224, 224, 3) Image 49616 shape after resizing (224, 224, 3) Image 49617 shape after resizing (224, 224, 3) Image 49618 shape after resizing (224, 224, 3) Image 49619 shape after resizing (224, 224, 3) Image 49620 shape after resizing (224, 224, 3) Image 49621 shape after resizing (224, 224, 3) Image 49622 shape after resizing (224, 224, 3) Image 49623 shape after resizing (224, 224, 3) Image 49624 shape after resizing (224, 224, 3) Image 49625 shape after resizing (224, 224, 3) Image 49626 shape after resizing (224, 224, 3) Image 49627 shape after resizing (224, 224, 3) Image 49628 shape after resizing (224, 224, 3) Image 49629 shape after resizing (224, 224, 3) Image 49630 shape after resizing (224, 224, 3) Image 49631 shape after resizing (224, 224, 3) Image 49632 shape after resizing (224, 224, 3) Image 49633 shape after resizing (224, 224, 3) Image 49634 shape after resizing (224, 224, 3) Image 49635 shape after resizing (224, 224, 3) Image 49636 shape after resizing (224, 224, 3) Image 49637 shape after resizing (224, 224, 3) Image 49638 shape after resizing (224, 224, 3) Image 49639 shape after resizing (224, 224, 3) Image 49640 shape after resizing (224, 224, 3) Image 49641 shape after resizing (224, 224, 3) Image 49642 shape after resizing (224, 224, 3) Image 49643 shape after resizing (224, 224, 3) Image 49644 shape after resizing (224, 224, 3) Image 49645 shape after resizing (224, 224, 3) Image 49646 shape after resizing (224, 224, 3) Image 49647 shape after resizing (224, 224, 3) Image 49648 shape after resizing (224, 224, 3) Image 49649 shape after resizing (224, 224, 3) Image 49650 shape after resizing (224, 224, 3) Image 49651 shape after resizing (224, 224, 3) Image 49652 shape after resizing (224, 224, 3) Image 49653 shape after resizing (224, 224, 3) Image 49654 shape after resizing (224, 224, 3) Image 49655 shape after resizing (224, 224, 3) Image 49656 shape after resizing (224, 224, 3) Image 49657 shape after resizing (224, 224, 3) Image 49658 shape after resizing (224, 224, 3) Image 49659 shape after resizing (224, 224, 3) Image 49660 shape after resizing (224, 224, 3) Image 49661 shape after resizing (224, 224, 3) Image 49662 shape after resizing (224, 224, 3) Image 49663 shape after resizing (224, 224, 3) Image 49664 shape after resizing (224, 224, 3) Image 49665 shape after resizing (224, 224, 3) Image 49666 shape after resizing (224, 224, 3) Image 49667 shape after resizing (224, 224, 3) Image 49668 shape after resizing (224, 224, 3) Image 49669 shape after resizing (224, 224, 3) Image 49670 shape after resizing (224, 224, 3) Image 49671 shape after resizing (224, 224, 3) Image 49672 shape after resizing (224, 224, 3) Image 49673 shape after resizing (224, 224, 3) Image 49674 shape after resizing (224, 224, 3) Image 49675 shape after resizing (224, 224, 3) Image 49676 shape after resizing (224, 224, 3) Image 49677 shape after resizing (224, 224, 3) Image 49678 shape after resizing (224, 224, 3) Image 49679 shape after resizing (224, 224, 3) Image 49680 shape after resizing (224, 224, 3) Image 49681 shape after resizing (224, 224, 3) Image 49682 shape after resizing (224, 224, 3) Image 49683 shape after resizing (224, 224, 3) Image 49684 shape after resizing (224, 224, 3) Image 49685 shape after resizing (224, 224, 3) Image 49686 shape after resizing (224, 224, 3) Image 49687 shape after resizing (224, 224, 3) Image 49688 shape after resizing (224, 224, 3) Image 49689 shape after resizing (224, 224, 3) Image 49690 shape after resizing (224, 224, 3) Image 49691 shape after resizing (224, 224, 3) Image 49692 shape after resizing (224, 224, 3) Image 49693 shape after resizing (224, 224, 3) Image 49694 shape after resizing (224, 224, 3) Image 49695 shape after resizing (224, 224, 3) Image 49696 shape after resizing (224, 224, 3) Image 49697 shape after resizing (224, 224, 3) Image 49698 shape after resizing (224, 224, 3) Image 49699 shape after resizing (224, 224, 3) Image 49700 shape after resizing (224, 224, 3) Image 49701 shape after resizing (224, 224, 3) Image 49702 shape after resizing (224, 224, 3) Image 49703 shape after resizing (224, 224, 3) Image 49704 shape after resizing (224, 224, 3) Image 49705 shape after resizing (224, 224, 3) Image 49706 shape after resizing (224, 224, 3) Image 49707 shape after resizing (224, 224, 3) Image 49708 shape after resizing (224, 224, 3) Image 49709 shape after resizing (224, 224, 3) Image 49710 shape after resizing (224, 224, 3) Image 49711 shape after resizing (224, 224, 3) Image 49712 shape after resizing (224, 224, 3) Image 49713 shape after resizing (224, 224, 3) Image 49714 shape after resizing (224, 224, 3) Image 49715 shape after resizing (224, 224, 3) Image 49716 shape after resizing (224, 224, 3) Image 49717 shape after resizing (224, 224, 3) Image 49718 shape after resizing (224, 224, 3) Image 49719 shape after resizing (224, 224, 3) Image 49720 shape after resizing (224, 224, 3) Image 49721 shape after resizing (224, 224, 3) Image 49722 shape after resizing (224, 224, 3) Image 49723 shape after resizing (224, 224, 3) Image 49724 shape after resizing (224, 224, 3) Image 49725 shape after resizing (224, 224, 3) Image 49726 shape after resizing (224, 224, 3) Image 49727 shape after resizing (224, 224, 3) Image 49728 shape after resizing (224, 224, 3) Image 49729 shape after resizing (224, 224, 3) Image 49730 shape after resizing (224, 224, 3) Image 49731 shape after resizing (224, 224, 3) Image 49732 shape after resizing (224, 224, 3) Image 49733 shape after resizing (224, 224, 3) Image 49734 shape after resizing (224, 224, 3) Image 49735 shape after resizing (224, 224, 3) Image 49736 shape after resizing (224, 224, 3) Image 49737 shape after resizing (224, 224, 3) Image 49738 shape after resizing (224, 224, 3) Image 49739 shape after resizing (224, 224, 3) Image 49740 shape after resizing (224, 224, 3) Image 49741 shape after resizing (224, 224, 3) Image 49742 shape after resizing (224, 224, 3) Image 49743 shape after resizing (224, 224, 3) Image 49744 shape after resizing (224, 224, 3) Image 49745 shape after resizing (224, 224, 3) Image 49746 shape after resizing (224, 224, 3) Image 49747 shape after resizing (224, 224, 3) Image 49748 shape after resizing (224, 224, 3) Image 49749 shape after resizing (224, 224, 3) Image 49750 shape after resizing (224, 224, 3) Image 49751 shape after resizing (224, 224, 3) Image 49752 shape after resizing (224, 224, 3) Image 49753 shape after resizing (224, 224, 3) Image 49754 shape after resizing (224, 224, 3) Image 49755 shape after resizing (224, 224, 3) Image 49756 shape after resizing (224, 224, 3) Image 49757 shape after resizing (224, 224, 3) Image 49758 shape after resizing (224, 224, 3) Image 49759 shape after resizing (224, 224, 3) Image 49760 shape after resizing (224, 224, 3) Image 49761 shape after resizing (224, 224, 3) Image 49762 shape after resizing (224, 224, 3) Image 49763 shape after resizing (224, 224, 3) Image 49764 shape after resizing (224, 224, 3) Image 49765 shape after resizing (224, 224, 3) Image 49766 shape after resizing (224, 224, 3) Image 49767 shape after resizing (224, 224, 3) Image 49768 shape after resizing (224, 224, 3) Image 49769 shape after resizing (224, 224, 3) Image 49770 shape after resizing (224, 224, 3) Image 49771 shape after resizing (224, 224, 3) Image 49772 shape after resizing (224, 224, 3) Image 49773 shape after resizing (224, 224, 3) Image 49774 shape after resizing (224, 224, 3) Image 49775 shape after resizing (224, 224, 3) Image 49776 shape after resizing (224, 224, 3) Image 49777 shape after resizing (224, 224, 3) Image 49778 shape after resizing (224, 224, 3) Image 49779 shape after resizing (224, 224, 3) Image 49780 shape after resizing (224, 224, 3) Image 49781 shape after resizing (224, 224, 3) Image 49782 shape after resizing (224, 224, 3) Image 49783 shape after resizing (224, 224, 3) Image 49784 shape after resizing (224, 224, 3) Image 49785 shape after resizing (224, 224, 3) Image 49786 shape after resizing (224, 224, 3) Image 49787 shape after resizing (224, 224, 3) Image 49788 shape after resizing (224, 224, 3) Image 49789 shape after resizing (224, 224, 3) Image 49790 shape after resizing (224, 224, 3) Image 49791 shape after resizing (224, 224, 3) Image 49792 shape after resizing (224, 224, 3) Image 49793 shape after resizing (224, 224, 3) Image 49794 shape after resizing (224, 224, 3) Image 49795 shape after resizing (224, 224, 3) Image 49796 shape after resizing (224, 224, 3) Image 49797 shape after resizing (224, 224, 3) Image 49798 shape after resizing (224, 224, 3) Image 49799 shape after resizing (224, 224, 3) Image 49800 shape after resizing (224, 224, 3) Image 49801 shape after resizing (224, 224, 3) Image 49802 shape after resizing (224, 224, 3) Image 49803 shape after resizing (224, 224, 3) Image 49804 shape after resizing (224, 224, 3) Image 49805 shape after resizing (224, 224, 3) Image 49806 shape after resizing (224, 224, 3) Image 49807 shape after resizing (224, 224, 3) Image 49808 shape after resizing (224, 224, 3) Image 49809 shape after resizing (224, 224, 3) Image 49810 shape after resizing (224, 224, 3) Image 49811 shape after resizing (224, 224, 3) Image 49812 shape after resizing (224, 224, 3) Image 49813 shape after resizing (224, 224, 3) Image 49814 shape after resizing (224, 224, 3) Image 49815 shape after resizing (224, 224, 3) Image 49816 shape after resizing (224, 224, 3) Image 49817 shape after resizing (224, 224, 3) Image 49818 shape after resizing (224, 224, 3) Image 49819 shape after resizing (224, 224, 3) Image 49820 shape after resizing (224, 224, 3) Image 49821 shape after resizing (224, 224, 3) Image 49822 shape after resizing (224, 224, 3) Image 49823 shape after resizing (224, 224, 3) Image 49824 shape after resizing (224, 224, 3) Image 49825 shape after resizing (224, 224, 3) Image 49826 shape after resizing (224, 224, 3) Image 49827 shape after resizing (224, 224, 3) Image 49828 shape after resizing (224, 224, 3) Image 49829 shape after resizing (224, 224, 3) Image 49830 shape after resizing (224, 224, 3) Image 49831 shape after resizing (224, 224, 3) Image 49832 shape after resizing (224, 224, 3) Image 49833 shape after resizing (224, 224, 3) Image 49834 shape after resizing (224, 224, 3) Image 49835 shape after resizing (224, 224, 3) Image 49836 shape after resizing (224, 224, 3) Image 49837 shape after resizing (224, 224, 3) Image 49838 shape after resizing (224, 224, 3) Image 49839 shape after resizing (224, 224, 3) Image 49840 shape after resizing (224, 224, 3) Image 49841 shape after resizing (224, 224, 3) Image 49842 shape after resizing (224, 224, 3) Image 49843 shape after resizing (224, 224, 3) Image 49844 shape after resizing (224, 224, 3) Image 49845 shape after resizing (224, 224, 3) Image 49846 shape after resizing (224, 224, 3) Image 49847 shape after resizing (224, 224, 3) Image 49848 shape after resizing (224, 224, 3) Image 49849 shape after resizing (224, 224, 3) Image 49850 shape after resizing (224, 224, 3) Image 49851 shape after resizing (224, 224, 3) Image 49852 shape after resizing (224, 224, 3) Image 49853 shape after resizing (224, 224, 3) Image 49854 shape after resizing (224, 224, 3) Image 49855 shape after resizing (224, 224, 3) Image 49856 shape after resizing (224, 224, 3) Image 49857 shape after resizing (224, 224, 3) Image 49858 shape after resizing (224, 224, 3) Image 49859 shape after resizing (224, 224, 3) Image 49860 shape after resizing (224, 224, 3) Image 49861 shape after resizing (224, 224, 3) Image 49862 shape after resizing (224, 224, 3) Image 49863 shape after resizing (224, 224, 3) Image 49864 shape after resizing (224, 224, 3) Image 49865 shape after resizing (224, 224, 3) Image 49866 shape after resizing (224, 224, 3) Image 49867 shape after resizing (224, 224, 3) Image 49868 shape after resizing (224, 224, 3) Image 49869 shape after resizing (224, 224, 3) Image 49870 shape after resizing (224, 224, 3) Image 49871 shape after resizing (224, 224, 3) Image 49872 shape after resizing (224, 224, 3) Image 49873 shape after resizing (224, 224, 3) Image 49874 shape after resizing (224, 224, 3) Image 49875 shape after resizing (224, 224, 3) Image 49876 shape after resizing (224, 224, 3) Image 49877 shape after resizing (224, 224, 3) Image 49878 shape after resizing (224, 224, 3) Image 49879 shape after resizing (224, 224, 3) Image 49880 shape after resizing (224, 224, 3) Image 49881 shape after resizing (224, 224, 3) Image 49882 shape after resizing (224, 224, 3) Image 49883 shape after resizing (224, 224, 3) Image 49884 shape after resizing (224, 224, 3) Image 49885 shape after resizing (224, 224, 3) Image 49886 shape after resizing (224, 224, 3) Image 49887 shape after resizing (224, 224, 3) Image 49888 shape after resizing (224, 224, 3) Image 49889 shape after resizing (224, 224, 3) Image 49890 shape after resizing (224, 224, 3) Image 49891 shape after resizing (224, 224, 3) Image 49892 shape after resizing (224, 224, 3) Image 49893 shape after resizing (224, 224, 3) Image 49894 shape after resizing (224, 224, 3) Image 49895 shape after resizing (224, 224, 3) Image 49896 shape after resizing (224, 224, 3) Image 49897 shape after resizing (224, 224, 3) Image 49898 shape after resizing (224, 224, 3) Image 49899 shape after resizing (224, 224, 3) Image 49900 shape after resizing (224, 224, 3) Image 49901 shape after resizing (224, 224, 3) Image 49902 shape after resizing (224, 224, 3) Image 49903 shape after resizing (224, 224, 3) Image 49904 shape after resizing (224, 224, 3) Image 49905 shape after resizing (224, 224, 3) Image 49906 shape after resizing (224, 224, 3) Image 49907 shape after resizing (224, 224, 3) Image 49908 shape after resizing (224, 224, 3) Image 49909 shape after resizing (224, 224, 3) Image 49910 shape after resizing (224, 224, 3) Image 49911 shape after resizing (224, 224, 3) Image 49912 shape after resizing (224, 224, 3) Image 49913 shape after resizing (224, 224, 3) Image 49914 shape after resizing (224, 224, 3) Image 49915 shape after resizing (224, 224, 3) Image 49916 shape after resizing (224, 224, 3) Image 49917 shape after resizing (224, 224, 3) Image 49918 shape after resizing (224, 224, 3) Image 49919 shape after resizing (224, 224, 3) Image 49920 shape after resizing (224, 224, 3) Image 49921 shape after resizing (224, 224, 3) Image 49922 shape after resizing (224, 224, 3) Image 49923 shape after resizing (224, 224, 3) Image 49924 shape after resizing (224, 224, 3) Image 49925 shape after resizing (224, 224, 3) Image 49926 shape after resizing (224, 224, 3) Image 49927 shape after resizing (224, 224, 3) Image 49928 shape after resizing (224, 224, 3) Image 49929 shape after resizing (224, 224, 3) Image 49930 shape after resizing (224, 224, 3) Image 49931 shape after resizing (224, 224, 3) Image 49932 shape after resizing (224, 224, 3) Image 49933 shape after resizing (224, 224, 3) Image 49934 shape after resizing (224, 224, 3) Image 49935 shape after resizing (224, 224, 3) Image 49936 shape after resizing (224, 224, 3) Image 49937 shape after resizing (224, 224, 3) Image 49938 shape after resizing (224, 224, 3) Image 49939 shape after resizing (224, 224, 3) Image 49940 shape after resizing (224, 224, 3) Image 49941 shape after resizing (224, 224, 3) Image 49942 shape after resizing (224, 224, 3) Image 49943 shape after resizing (224, 224, 3) Image 49944 shape after resizing (224, 224, 3) Image 49945 shape after resizing (224, 224, 3) Image 49946 shape after resizing (224, 224, 3) Image 49947 shape after resizing (224, 224, 3) Image 49948 shape after resizing (224, 224, 3) Image 49949 shape after resizing (224, 224, 3) Image 49950 shape after resizing (224, 224, 3) Image 49951 shape after resizing (224, 224, 3) Image 49952 shape after resizing (224, 224, 3) Image 49953 shape after resizing (224, 224, 3) Image 49954 shape after resizing (224, 224, 3) Image 49955 shape after resizing (224, 224, 3) Image 49956 shape after resizing (224, 224, 3) Image 49957 shape after resizing (224, 224, 3) Image 49958 shape after resizing (224, 224, 3) Image 49959 shape after resizing (224, 224, 3) Image 49960 shape after resizing (224, 224, 3) Image 49961 shape after resizing (224, 224, 3) Image 49962 shape after resizing (224, 224, 3) Image 49963 shape after resizing (224, 224, 3) Image 49964 shape after resizing (224, 224, 3) Image 49965 shape after resizing (224, 224, 3) Image 49966 shape after resizing (224, 224, 3) Image 49967 shape after resizing (224, 224, 3) Image 49968 shape after resizing (224, 224, 3) Image 49969 shape after resizing (224, 224, 3) Image 49970 shape after resizing (224, 224, 3) Image 49971 shape after resizing (224, 224, 3) Image 49972 shape after resizing (224, 224, 3) Image 49973 shape after resizing (224, 224, 3) Image 49974 shape after resizing (224, 224, 3) Image 49975 shape after resizing (224, 224, 3) Image 49976 shape after resizing (224, 224, 3) Image 49977 shape after resizing (224, 224, 3) Image 49978 shape after resizing (224, 224, 3) Image 49979 shape after resizing (224, 224, 3) Image 49980 shape after resizing (224, 224, 3) Image 49981 shape after resizing (224, 224, 3) Image 49982 shape after resizing (224, 224, 3) Image 49983 shape after resizing (224, 224, 3) Image 49984 shape after resizing (224, 224, 3) Image 49985 shape after resizing (224, 224, 3) Image 49986 shape after resizing (224, 224, 3) Image 49987 shape after resizing (224, 224, 3) Image 49988 shape after resizing (224, 224, 3) Image 49989 shape after resizing (224, 224, 3) Image 49990 shape after resizing (224, 224, 3) Image 49991 shape after resizing (224, 224, 3) Image 49992 shape after resizing (224, 224, 3) Image 49993 shape after resizing (224, 224, 3) Image 49994 shape after resizing (224, 224, 3) Image 49995 shape after resizing (224, 224, 3) Image 49996 shape after resizing (224, 224, 3)
Dimensions = []
for idx, img in enumerate(reshaped_images):
width, height, channel = img.shape
current_dimension = width, height, channel
Dimensions.append(current_dimension)
unique_dimension_count_after_reshaping = len(list(set(Dimensions)))
print(f'Number of unique dimension: {unique_dimension_count_after_reshaping}')
print("Dimension of reshaped_images:", reshaped_images[0].shape)
print("Data type of reshaped_images:", reshaped_images[0].dtype)
Number of unique dimension: 1 Dimension of reshaped_images: (224, 224, 3) Data type of reshaped_images: uint8
# Convert images to float32 and normalize to [0, 1]
normalized_images = np.array(reshaped_images, dtype=np.float32) / 255.0
# Verify the shape and data type of processed_images
print("Shape of normalized_images:", normalized_images.shape)
print("Data type of processed_images:", normalized_images.dtype)
Shape of normalized_images: (49996, 224, 224, 3) Data type of processed_images: float32
print(labels[0])
plt.imshow(normalized_images[0])
plt.show()
Cat
The data is significantly imbalanced, so data balancing is essential to prevent the model from biassing towards ships.
#counting the number of labels in each classes
count_of_classes = {}
for label in labels:
if label in count_of_classes:
count_of_classes[label] +=1
else:
count_of_classes[label] = 1
for key, value in count_of_classes.items():
print(f'{key}:{value}')
Cat:24998 Dog:24998
import numpy as np
import random
from sklearn.preprocessing import LabelEncoder, OneHotEncoder
# Initialize empty lists to store processed images and corresponding labels
processed_images = []
processed_labels = []
# Load, preprocess, and align images and labels
for image, label in zip(normalized_images, labels):
try:
processed_images.append(image)
processed_labels.append(label)
except Exception as e:
print(f"Error processing image {image_path}: {str(e)}")
# Convert labels to one-hot encoding
label_encoder = LabelEncoder()
integer_encoded_labels = label_encoder.fit_transform(processed_labels)
onehot_encoder = OneHotEncoder(sparse=False)
integer_encoded_labels = integer_encoded_labels.reshape(len(integer_encoded_labels), 1)
onehot_encoded_labels = onehot_encoder.fit_transform(integer_encoded_labels)
# Convert processed_images and onehot_encoded_labels to numpy arrays
processed_images = np.array(processed_images)
onehot_encoded_labels = np.array(onehot_encoded_labels)
# Save processed_images and onehot_encoded_labels in the current directory
np.save("processed_images_fr.npy", processed_images)
np.save("onehot_encoded_labels_fr.npy", onehot_encoded_labels)
# Verify the shapes of processed_images and onehot_encoded_labels
print("Shape of processed_images:", processed_images.shape)
print("Shape of onehot_encoded_labels:", onehot_encoded_labels.shape)
/usr/local/lib/python3.8/dist-packages/sklearn/preprocessing/_encoders.py:975: FutureWarning: `sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value. warnings.warn(
Shape of processed_images: (49996, 224, 224, 3) Shape of onehot_encoded_labels: (49996, 2)
# Import ResNeXt50 from tensorflow.keras.applications
from tensorflow.keras.applications import VGG16, VGG19, ResNet50, InceptionV3, DenseNet121, MobileNetV2
# ResNeXt50, SEResNet50 ; we have to manually import as they not available directly through tf.keras.applications
# or import from torch #
#importing the model & dense layer for customizing the neural network
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Dense, Flatten, BatchNormalization
from tensorflow.keras.optimizers import Adam
from tensorflow.keras import regularizers
#input shape & dimension for the pre-trained models
shape=(224, 224, 3)
# Load pre-trained models
base_model_1 = VGG16(weights='imagenet', include_top=False, input_shape=shape)
base_model_2 = VGG19(weights='imagenet', include_top=False, input_shape=shape)
base_model_3 = ResNet50(weights='imagenet', include_top=False, input_shape=shape)
base_model_4 = InceptionV3(weights='imagenet', include_top=False, input_shape=shape)
base_model_5 = DenseNet121(weights='imagenet', include_top=False, input_shape=shape)
base_model_6 = MobileNetV2(weights='imagenet', include_top=False, input_shape=shape)
base_models = [base_model_1, base_model_2, base_model_3, base_model_4, base_model_5, base_model_6]
# Looping through the Base models and printing the summaries
for idx, model in enumerate(base_models):
print(f'Summary of Base Model {idx +1}:')
model.summary()
Summary of Base Model 1:
Model: "vgg16"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) [(None, 224, 224, 3)] 0
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
=================================================================
Total params: 14714688 (56.13 MB)
Trainable params: 14714688 (56.13 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
Summary of Base Model 2:
Model: "vgg19"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) [(None, 224, 224, 3)] 0
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
block3_conv4 (Conv2D) (None, 56, 56, 256) 590080
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv4 (Conv2D) (None, 28, 28, 512) 2359808
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv4 (Conv2D) (None, 14, 14, 512) 2359808
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
=================================================================
Total params: 20024384 (76.39 MB)
Trainable params: 20024384 (76.39 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
Summary of Base Model 3:
Model: "resnet50"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) [(None, 224, 224, 3)] 0 []
conv1_pad (ZeroPadding2D) (None, 230, 230, 3) 0 ['input_3[0][0]']
conv1_conv (Conv2D) (None, 112, 112, 64) 9472 ['conv1_pad[0][0]']
conv1_bn (BatchNormalizati (None, 112, 112, 64) 256 ['conv1_conv[0][0]']
on)
conv1_relu (Activation) (None, 112, 112, 64) 0 ['conv1_bn[0][0]']
pool1_pad (ZeroPadding2D) (None, 114, 114, 64) 0 ['conv1_relu[0][0]']
pool1_pool (MaxPooling2D) (None, 56, 56, 64) 0 ['pool1_pad[0][0]']
conv2_block1_1_conv (Conv2 (None, 56, 56, 64) 4160 ['pool1_pool[0][0]']
D)
conv2_block1_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block1_1_conv[0][0]']
rmalization)
conv2_block1_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_1_bn[0][0]']
ation)
conv2_block1_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block1_1_relu[0][0]']
D)
conv2_block1_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block1_2_conv[0][0]']
rmalization)
conv2_block1_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_2_bn[0][0]']
ation)
conv2_block1_0_conv (Conv2 (None, 56, 56, 256) 16640 ['pool1_pool[0][0]']
D)
conv2_block1_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block1_2_relu[0][0]']
D)
conv2_block1_0_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block1_0_conv[0][0]']
rmalization)
conv2_block1_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block1_3_conv[0][0]']
rmalization)
conv2_block1_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_0_bn[0][0]',
'conv2_block1_3_bn[0][0]']
conv2_block1_out (Activati (None, 56, 56, 256) 0 ['conv2_block1_add[0][0]']
on)
conv2_block2_1_conv (Conv2 (None, 56, 56, 64) 16448 ['conv2_block1_out[0][0]']
D)
conv2_block2_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block2_1_conv[0][0]']
rmalization)
conv2_block2_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block2_1_bn[0][0]']
ation)
conv2_block2_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block2_1_relu[0][0]']
D)
conv2_block2_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block2_2_conv[0][0]']
rmalization)
conv2_block2_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block2_2_bn[0][0]']
ation)
conv2_block2_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block2_2_relu[0][0]']
D)
conv2_block2_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block2_3_conv[0][0]']
rmalization)
conv2_block2_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_out[0][0]',
'conv2_block2_3_bn[0][0]']
conv2_block2_out (Activati (None, 56, 56, 256) 0 ['conv2_block2_add[0][0]']
on)
conv2_block3_1_conv (Conv2 (None, 56, 56, 64) 16448 ['conv2_block2_out[0][0]']
D)
conv2_block3_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block3_1_conv[0][0]']
rmalization)
conv2_block3_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block3_1_bn[0][0]']
ation)
conv2_block3_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block3_1_relu[0][0]']
D)
conv2_block3_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block3_2_conv[0][0]']
rmalization)
conv2_block3_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block3_2_bn[0][0]']
ation)
conv2_block3_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block3_2_relu[0][0]']
D)
conv2_block3_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block3_3_conv[0][0]']
rmalization)
conv2_block3_add (Add) (None, 56, 56, 256) 0 ['conv2_block2_out[0][0]',
'conv2_block3_3_bn[0][0]']
conv2_block3_out (Activati (None, 56, 56, 256) 0 ['conv2_block3_add[0][0]']
on)
conv3_block1_1_conv (Conv2 (None, 28, 28, 128) 32896 ['conv2_block3_out[0][0]']
D)
conv3_block1_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_1_conv[0][0]']
rmalization)
conv3_block1_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_1_bn[0][0]']
ation)
conv3_block1_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block1_1_relu[0][0]']
D)
conv3_block1_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_2_conv[0][0]']
rmalization)
conv3_block1_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_2_bn[0][0]']
ation)
conv3_block1_0_conv (Conv2 (None, 28, 28, 512) 131584 ['conv2_block3_out[0][0]']
D)
conv3_block1_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block1_2_relu[0][0]']
D)
conv3_block1_0_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block1_0_conv[0][0]']
rmalization)
conv3_block1_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block1_3_conv[0][0]']
rmalization)
conv3_block1_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_0_bn[0][0]',
'conv3_block1_3_bn[0][0]']
conv3_block1_out (Activati (None, 28, 28, 512) 0 ['conv3_block1_add[0][0]']
on)
conv3_block2_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block1_out[0][0]']
D)
conv3_block2_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_1_conv[0][0]']
rmalization)
conv3_block2_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_1_bn[0][0]']
ation)
conv3_block2_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block2_1_relu[0][0]']
D)
conv3_block2_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_2_conv[0][0]']
rmalization)
conv3_block2_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_2_bn[0][0]']
ation)
conv3_block2_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block2_2_relu[0][0]']
D)
conv3_block2_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block2_3_conv[0][0]']
rmalization)
conv3_block2_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_out[0][0]',
'conv3_block2_3_bn[0][0]']
conv3_block2_out (Activati (None, 28, 28, 512) 0 ['conv3_block2_add[0][0]']
on)
conv3_block3_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block2_out[0][0]']
D)
conv3_block3_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_1_conv[0][0]']
rmalization)
conv3_block3_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_1_bn[0][0]']
ation)
conv3_block3_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block3_1_relu[0][0]']
D)
conv3_block3_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_2_conv[0][0]']
rmalization)
conv3_block3_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_2_bn[0][0]']
ation)
conv3_block3_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block3_2_relu[0][0]']
D)
conv3_block3_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block3_3_conv[0][0]']
rmalization)
conv3_block3_add (Add) (None, 28, 28, 512) 0 ['conv3_block2_out[0][0]',
'conv3_block3_3_bn[0][0]']
conv3_block3_out (Activati (None, 28, 28, 512) 0 ['conv3_block3_add[0][0]']
on)
conv3_block4_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block3_out[0][0]']
D)
conv3_block4_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_1_conv[0][0]']
rmalization)
conv3_block4_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_1_bn[0][0]']
ation)
conv3_block4_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block4_1_relu[0][0]']
D)
conv3_block4_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_2_conv[0][0]']
rmalization)
conv3_block4_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_2_bn[0][0]']
ation)
conv3_block4_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block4_2_relu[0][0]']
D)
conv3_block4_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block4_3_conv[0][0]']
rmalization)
conv3_block4_add (Add) (None, 28, 28, 512) 0 ['conv3_block3_out[0][0]',
'conv3_block4_3_bn[0][0]']
conv3_block4_out (Activati (None, 28, 28, 512) 0 ['conv3_block4_add[0][0]']
on)
conv4_block1_1_conv (Conv2 (None, 14, 14, 256) 131328 ['conv3_block4_out[0][0]']
D)
conv4_block1_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block1_1_conv[0][0]']
rmalization)
conv4_block1_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_1_bn[0][0]']
ation)
conv4_block1_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block1_1_relu[0][0]']
D)
conv4_block1_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block1_2_conv[0][0]']
rmalization)
conv4_block1_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_2_bn[0][0]']
ation)
conv4_block1_0_conv (Conv2 (None, 14, 14, 1024) 525312 ['conv3_block4_out[0][0]']
D)
conv4_block1_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block1_2_relu[0][0]']
D)
conv4_block1_0_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block1_0_conv[0][0]']
rmalization)
conv4_block1_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block1_3_conv[0][0]']
rmalization)
conv4_block1_add (Add) (None, 14, 14, 1024) 0 ['conv4_block1_0_bn[0][0]',
'conv4_block1_3_bn[0][0]']
conv4_block1_out (Activati (None, 14, 14, 1024) 0 ['conv4_block1_add[0][0]']
on)
conv4_block2_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block1_out[0][0]']
D)
conv4_block2_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block2_1_conv[0][0]']
rmalization)
conv4_block2_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block2_1_bn[0][0]']
ation)
conv4_block2_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block2_1_relu[0][0]']
D)
conv4_block2_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block2_2_conv[0][0]']
rmalization)
conv4_block2_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block2_2_bn[0][0]']
ation)
conv4_block2_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block2_2_relu[0][0]']
D)
conv4_block2_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block2_3_conv[0][0]']
rmalization)
conv4_block2_add (Add) (None, 14, 14, 1024) 0 ['conv4_block1_out[0][0]',
'conv4_block2_3_bn[0][0]']
conv4_block2_out (Activati (None, 14, 14, 1024) 0 ['conv4_block2_add[0][0]']
on)
conv4_block3_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block2_out[0][0]']
D)
conv4_block3_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block3_1_conv[0][0]']
rmalization)
conv4_block3_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block3_1_bn[0][0]']
ation)
conv4_block3_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block3_1_relu[0][0]']
D)
conv4_block3_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block3_2_conv[0][0]']
rmalization)
conv4_block3_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block3_2_bn[0][0]']
ation)
conv4_block3_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block3_2_relu[0][0]']
D)
conv4_block3_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block3_3_conv[0][0]']
rmalization)
conv4_block3_add (Add) (None, 14, 14, 1024) 0 ['conv4_block2_out[0][0]',
'conv4_block3_3_bn[0][0]']
conv4_block3_out (Activati (None, 14, 14, 1024) 0 ['conv4_block3_add[0][0]']
on)
conv4_block4_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block3_out[0][0]']
D)
conv4_block4_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block4_1_conv[0][0]']
rmalization)
conv4_block4_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block4_1_bn[0][0]']
ation)
conv4_block4_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block4_1_relu[0][0]']
D)
conv4_block4_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block4_2_conv[0][0]']
rmalization)
conv4_block4_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block4_2_bn[0][0]']
ation)
conv4_block4_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block4_2_relu[0][0]']
D)
conv4_block4_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block4_3_conv[0][0]']
rmalization)
conv4_block4_add (Add) (None, 14, 14, 1024) 0 ['conv4_block3_out[0][0]',
'conv4_block4_3_bn[0][0]']
conv4_block4_out (Activati (None, 14, 14, 1024) 0 ['conv4_block4_add[0][0]']
on)
conv4_block5_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block4_out[0][0]']
D)
conv4_block5_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block5_1_conv[0][0]']
rmalization)
conv4_block5_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block5_1_bn[0][0]']
ation)
conv4_block5_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block5_1_relu[0][0]']
D)
conv4_block5_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block5_2_conv[0][0]']
rmalization)
conv4_block5_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block5_2_bn[0][0]']
ation)
conv4_block5_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block5_2_relu[0][0]']
D)
conv4_block5_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block5_3_conv[0][0]']
rmalization)
conv4_block5_add (Add) (None, 14, 14, 1024) 0 ['conv4_block4_out[0][0]',
'conv4_block5_3_bn[0][0]']
conv4_block5_out (Activati (None, 14, 14, 1024) 0 ['conv4_block5_add[0][0]']
on)
conv4_block6_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block5_out[0][0]']
D)
conv4_block6_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block6_1_conv[0][0]']
rmalization)
conv4_block6_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block6_1_bn[0][0]']
ation)
conv4_block6_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block6_1_relu[0][0]']
D)
conv4_block6_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block6_2_conv[0][0]']
rmalization)
conv4_block6_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block6_2_bn[0][0]']
ation)
conv4_block6_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block6_2_relu[0][0]']
D)
conv4_block6_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block6_3_conv[0][0]']
rmalization)
conv4_block6_add (Add) (None, 14, 14, 1024) 0 ['conv4_block5_out[0][0]',
'conv4_block6_3_bn[0][0]']
conv4_block6_out (Activati (None, 14, 14, 1024) 0 ['conv4_block6_add[0][0]']
on)
conv5_block1_1_conv (Conv2 (None, 7, 7, 512) 524800 ['conv4_block6_out[0][0]']
D)
conv5_block1_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block1_1_conv[0][0]']
rmalization)
conv5_block1_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_1_bn[0][0]']
ation)
conv5_block1_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block1_1_relu[0][0]']
D)
conv5_block1_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block1_2_conv[0][0]']
rmalization)
conv5_block1_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_2_bn[0][0]']
ation)
conv5_block1_0_conv (Conv2 (None, 7, 7, 2048) 2099200 ['conv4_block6_out[0][0]']
D)
conv5_block1_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block1_2_relu[0][0]']
D)
conv5_block1_0_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block1_0_conv[0][0]']
rmalization)
conv5_block1_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block1_3_conv[0][0]']
rmalization)
conv5_block1_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_0_bn[0][0]',
'conv5_block1_3_bn[0][0]']
conv5_block1_out (Activati (None, 7, 7, 2048) 0 ['conv5_block1_add[0][0]']
on)
conv5_block2_1_conv (Conv2 (None, 7, 7, 512) 1049088 ['conv5_block1_out[0][0]']
D)
conv5_block2_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block2_1_conv[0][0]']
rmalization)
conv5_block2_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block2_1_bn[0][0]']
ation)
conv5_block2_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block2_1_relu[0][0]']
D)
conv5_block2_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block2_2_conv[0][0]']
rmalization)
conv5_block2_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block2_2_bn[0][0]']
ation)
conv5_block2_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block2_2_relu[0][0]']
D)
conv5_block2_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block2_3_conv[0][0]']
rmalization)
conv5_block2_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_out[0][0]',
'conv5_block2_3_bn[0][0]']
conv5_block2_out (Activati (None, 7, 7, 2048) 0 ['conv5_block2_add[0][0]']
on)
conv5_block3_1_conv (Conv2 (None, 7, 7, 512) 1049088 ['conv5_block2_out[0][0]']
D)
conv5_block3_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block3_1_conv[0][0]']
rmalization)
conv5_block3_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block3_1_bn[0][0]']
ation)
conv5_block3_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block3_1_relu[0][0]']
D)
conv5_block3_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block3_2_conv[0][0]']
rmalization)
conv5_block3_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block3_2_bn[0][0]']
ation)
conv5_block3_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block3_2_relu[0][0]']
D)
conv5_block3_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block3_3_conv[0][0]']
rmalization)
conv5_block3_add (Add) (None, 7, 7, 2048) 0 ['conv5_block2_out[0][0]',
'conv5_block3_3_bn[0][0]']
conv5_block3_out (Activati (None, 7, 7, 2048) 0 ['conv5_block3_add[0][0]']
on)
==================================================================================================
Total params: 23587712 (89.98 MB)
Trainable params: 23534592 (89.78 MB)
Non-trainable params: 53120 (207.50 KB)
__________________________________________________________________________________________________
Summary of Base Model 4:
Model: "inception_v3"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_4 (InputLayer) [(None, 224, 224, 3)] 0 []
conv2d (Conv2D) (None, 111, 111, 32) 864 ['input_4[0][0]']
batch_normalization (Batch (None, 111, 111, 32) 96 ['conv2d[0][0]']
Normalization)
activation (Activation) (None, 111, 111, 32) 0 ['batch_normalization[0][0]']
conv2d_1 (Conv2D) (None, 109, 109, 32) 9216 ['activation[0][0]']
batch_normalization_1 (Bat (None, 109, 109, 32) 96 ['conv2d_1[0][0]']
chNormalization)
activation_1 (Activation) (None, 109, 109, 32) 0 ['batch_normalization_1[0][0]'
]
conv2d_2 (Conv2D) (None, 109, 109, 64) 18432 ['activation_1[0][0]']
batch_normalization_2 (Bat (None, 109, 109, 64) 192 ['conv2d_2[0][0]']
chNormalization)
activation_2 (Activation) (None, 109, 109, 64) 0 ['batch_normalization_2[0][0]'
]
max_pooling2d (MaxPooling2 (None, 54, 54, 64) 0 ['activation_2[0][0]']
D)
conv2d_3 (Conv2D) (None, 54, 54, 80) 5120 ['max_pooling2d[0][0]']
batch_normalization_3 (Bat (None, 54, 54, 80) 240 ['conv2d_3[0][0]']
chNormalization)
activation_3 (Activation) (None, 54, 54, 80) 0 ['batch_normalization_3[0][0]'
]
conv2d_4 (Conv2D) (None, 52, 52, 192) 138240 ['activation_3[0][0]']
batch_normalization_4 (Bat (None, 52, 52, 192) 576 ['conv2d_4[0][0]']
chNormalization)
activation_4 (Activation) (None, 52, 52, 192) 0 ['batch_normalization_4[0][0]'
]
max_pooling2d_1 (MaxPoolin (None, 25, 25, 192) 0 ['activation_4[0][0]']
g2D)
conv2d_8 (Conv2D) (None, 25, 25, 64) 12288 ['max_pooling2d_1[0][0]']
batch_normalization_8 (Bat (None, 25, 25, 64) 192 ['conv2d_8[0][0]']
chNormalization)
activation_8 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_8[0][0]'
]
conv2d_6 (Conv2D) (None, 25, 25, 48) 9216 ['max_pooling2d_1[0][0]']
conv2d_9 (Conv2D) (None, 25, 25, 96) 55296 ['activation_8[0][0]']
batch_normalization_6 (Bat (None, 25, 25, 48) 144 ['conv2d_6[0][0]']
chNormalization)
batch_normalization_9 (Bat (None, 25, 25, 96) 288 ['conv2d_9[0][0]']
chNormalization)
activation_6 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_6[0][0]'
]
activation_9 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_9[0][0]'
]
average_pooling2d (Average (None, 25, 25, 192) 0 ['max_pooling2d_1[0][0]']
Pooling2D)
conv2d_5 (Conv2D) (None, 25, 25, 64) 12288 ['max_pooling2d_1[0][0]']
conv2d_7 (Conv2D) (None, 25, 25, 64) 76800 ['activation_6[0][0]']
conv2d_10 (Conv2D) (None, 25, 25, 96) 82944 ['activation_9[0][0]']
conv2d_11 (Conv2D) (None, 25, 25, 32) 6144 ['average_pooling2d[0][0]']
batch_normalization_5 (Bat (None, 25, 25, 64) 192 ['conv2d_5[0][0]']
chNormalization)
batch_normalization_7 (Bat (None, 25, 25, 64) 192 ['conv2d_7[0][0]']
chNormalization)
batch_normalization_10 (Ba (None, 25, 25, 96) 288 ['conv2d_10[0][0]']
tchNormalization)
batch_normalization_11 (Ba (None, 25, 25, 32) 96 ['conv2d_11[0][0]']
tchNormalization)
activation_5 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_5[0][0]'
]
activation_7 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_7[0][0]'
]
activation_10 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_10[0][0]
']
activation_11 (Activation) (None, 25, 25, 32) 0 ['batch_normalization_11[0][0]
']
mixed0 (Concatenate) (None, 25, 25, 256) 0 ['activation_5[0][0]',
'activation_7[0][0]',
'activation_10[0][0]',
'activation_11[0][0]']
conv2d_15 (Conv2D) (None, 25, 25, 64) 16384 ['mixed0[0][0]']
batch_normalization_15 (Ba (None, 25, 25, 64) 192 ['conv2d_15[0][0]']
tchNormalization)
activation_15 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_15[0][0]
']
conv2d_13 (Conv2D) (None, 25, 25, 48) 12288 ['mixed0[0][0]']
conv2d_16 (Conv2D) (None, 25, 25, 96) 55296 ['activation_15[0][0]']
batch_normalization_13 (Ba (None, 25, 25, 48) 144 ['conv2d_13[0][0]']
tchNormalization)
batch_normalization_16 (Ba (None, 25, 25, 96) 288 ['conv2d_16[0][0]']
tchNormalization)
activation_13 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_13[0][0]
']
activation_16 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_16[0][0]
']
average_pooling2d_1 (Avera (None, 25, 25, 256) 0 ['mixed0[0][0]']
gePooling2D)
conv2d_12 (Conv2D) (None, 25, 25, 64) 16384 ['mixed0[0][0]']
conv2d_14 (Conv2D) (None, 25, 25, 64) 76800 ['activation_13[0][0]']
conv2d_17 (Conv2D) (None, 25, 25, 96) 82944 ['activation_16[0][0]']
conv2d_18 (Conv2D) (None, 25, 25, 64) 16384 ['average_pooling2d_1[0][0]']
batch_normalization_12 (Ba (None, 25, 25, 64) 192 ['conv2d_12[0][0]']
tchNormalization)
batch_normalization_14 (Ba (None, 25, 25, 64) 192 ['conv2d_14[0][0]']
tchNormalization)
batch_normalization_17 (Ba (None, 25, 25, 96) 288 ['conv2d_17[0][0]']
tchNormalization)
batch_normalization_18 (Ba (None, 25, 25, 64) 192 ['conv2d_18[0][0]']
tchNormalization)
activation_12 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_12[0][0]
']
activation_14 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_14[0][0]
']
activation_17 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_17[0][0]
']
activation_18 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_18[0][0]
']
mixed1 (Concatenate) (None, 25, 25, 288) 0 ['activation_12[0][0]',
'activation_14[0][0]',
'activation_17[0][0]',
'activation_18[0][0]']
conv2d_22 (Conv2D) (None, 25, 25, 64) 18432 ['mixed1[0][0]']
batch_normalization_22 (Ba (None, 25, 25, 64) 192 ['conv2d_22[0][0]']
tchNormalization)
activation_22 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_22[0][0]
']
conv2d_20 (Conv2D) (None, 25, 25, 48) 13824 ['mixed1[0][0]']
conv2d_23 (Conv2D) (None, 25, 25, 96) 55296 ['activation_22[0][0]']
batch_normalization_20 (Ba (None, 25, 25, 48) 144 ['conv2d_20[0][0]']
tchNormalization)
batch_normalization_23 (Ba (None, 25, 25, 96) 288 ['conv2d_23[0][0]']
tchNormalization)
activation_20 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_20[0][0]
']
activation_23 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_23[0][0]
']
average_pooling2d_2 (Avera (None, 25, 25, 288) 0 ['mixed1[0][0]']
gePooling2D)
conv2d_19 (Conv2D) (None, 25, 25, 64) 18432 ['mixed1[0][0]']
conv2d_21 (Conv2D) (None, 25, 25, 64) 76800 ['activation_20[0][0]']
conv2d_24 (Conv2D) (None, 25, 25, 96) 82944 ['activation_23[0][0]']
conv2d_25 (Conv2D) (None, 25, 25, 64) 18432 ['average_pooling2d_2[0][0]']
batch_normalization_19 (Ba (None, 25, 25, 64) 192 ['conv2d_19[0][0]']
tchNormalization)
batch_normalization_21 (Ba (None, 25, 25, 64) 192 ['conv2d_21[0][0]']
tchNormalization)
batch_normalization_24 (Ba (None, 25, 25, 96) 288 ['conv2d_24[0][0]']
tchNormalization)
batch_normalization_25 (Ba (None, 25, 25, 64) 192 ['conv2d_25[0][0]']
tchNormalization)
activation_19 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_19[0][0]
']
activation_21 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_21[0][0]
']
activation_24 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_24[0][0]
']
activation_25 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_25[0][0]
']
mixed2 (Concatenate) (None, 25, 25, 288) 0 ['activation_19[0][0]',
'activation_21[0][0]',
'activation_24[0][0]',
'activation_25[0][0]']
conv2d_27 (Conv2D) (None, 25, 25, 64) 18432 ['mixed2[0][0]']
batch_normalization_27 (Ba (None, 25, 25, 64) 192 ['conv2d_27[0][0]']
tchNormalization)
activation_27 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_27[0][0]
']
conv2d_28 (Conv2D) (None, 25, 25, 96) 55296 ['activation_27[0][0]']
batch_normalization_28 (Ba (None, 25, 25, 96) 288 ['conv2d_28[0][0]']
tchNormalization)
activation_28 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_28[0][0]
']
conv2d_26 (Conv2D) (None, 12, 12, 384) 995328 ['mixed2[0][0]']
conv2d_29 (Conv2D) (None, 12, 12, 96) 82944 ['activation_28[0][0]']
batch_normalization_26 (Ba (None, 12, 12, 384) 1152 ['conv2d_26[0][0]']
tchNormalization)
batch_normalization_29 (Ba (None, 12, 12, 96) 288 ['conv2d_29[0][0]']
tchNormalization)
activation_26 (Activation) (None, 12, 12, 384) 0 ['batch_normalization_26[0][0]
']
activation_29 (Activation) (None, 12, 12, 96) 0 ['batch_normalization_29[0][0]
']
max_pooling2d_2 (MaxPoolin (None, 12, 12, 288) 0 ['mixed2[0][0]']
g2D)
mixed3 (Concatenate) (None, 12, 12, 768) 0 ['activation_26[0][0]',
'activation_29[0][0]',
'max_pooling2d_2[0][0]']
conv2d_34 (Conv2D) (None, 12, 12, 128) 98304 ['mixed3[0][0]']
batch_normalization_34 (Ba (None, 12, 12, 128) 384 ['conv2d_34[0][0]']
tchNormalization)
activation_34 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_34[0][0]
']
conv2d_35 (Conv2D) (None, 12, 12, 128) 114688 ['activation_34[0][0]']
batch_normalization_35 (Ba (None, 12, 12, 128) 384 ['conv2d_35[0][0]']
tchNormalization)
activation_35 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_35[0][0]
']
conv2d_31 (Conv2D) (None, 12, 12, 128) 98304 ['mixed3[0][0]']
conv2d_36 (Conv2D) (None, 12, 12, 128) 114688 ['activation_35[0][0]']
batch_normalization_31 (Ba (None, 12, 12, 128) 384 ['conv2d_31[0][0]']
tchNormalization)
batch_normalization_36 (Ba (None, 12, 12, 128) 384 ['conv2d_36[0][0]']
tchNormalization)
activation_31 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_31[0][0]
']
activation_36 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_36[0][0]
']
conv2d_32 (Conv2D) (None, 12, 12, 128) 114688 ['activation_31[0][0]']
conv2d_37 (Conv2D) (None, 12, 12, 128) 114688 ['activation_36[0][0]']
batch_normalization_32 (Ba (None, 12, 12, 128) 384 ['conv2d_32[0][0]']
tchNormalization)
batch_normalization_37 (Ba (None, 12, 12, 128) 384 ['conv2d_37[0][0]']
tchNormalization)
activation_32 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_32[0][0]
']
activation_37 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_37[0][0]
']
average_pooling2d_3 (Avera (None, 12, 12, 768) 0 ['mixed3[0][0]']
gePooling2D)
conv2d_30 (Conv2D) (None, 12, 12, 192) 147456 ['mixed3[0][0]']
conv2d_33 (Conv2D) (None, 12, 12, 192) 172032 ['activation_32[0][0]']
conv2d_38 (Conv2D) (None, 12, 12, 192) 172032 ['activation_37[0][0]']
conv2d_39 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_3[0][0]']
batch_normalization_30 (Ba (None, 12, 12, 192) 576 ['conv2d_30[0][0]']
tchNormalization)
batch_normalization_33 (Ba (None, 12, 12, 192) 576 ['conv2d_33[0][0]']
tchNormalization)
batch_normalization_38 (Ba (None, 12, 12, 192) 576 ['conv2d_38[0][0]']
tchNormalization)
batch_normalization_39 (Ba (None, 12, 12, 192) 576 ['conv2d_39[0][0]']
tchNormalization)
activation_30 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_30[0][0]
']
activation_33 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_33[0][0]
']
activation_38 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_38[0][0]
']
activation_39 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_39[0][0]
']
mixed4 (Concatenate) (None, 12, 12, 768) 0 ['activation_30[0][0]',
'activation_33[0][0]',
'activation_38[0][0]',
'activation_39[0][0]']
conv2d_44 (Conv2D) (None, 12, 12, 160) 122880 ['mixed4[0][0]']
batch_normalization_44 (Ba (None, 12, 12, 160) 480 ['conv2d_44[0][0]']
tchNormalization)
activation_44 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_44[0][0]
']
conv2d_45 (Conv2D) (None, 12, 12, 160) 179200 ['activation_44[0][0]']
batch_normalization_45 (Ba (None, 12, 12, 160) 480 ['conv2d_45[0][0]']
tchNormalization)
activation_45 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_45[0][0]
']
conv2d_41 (Conv2D) (None, 12, 12, 160) 122880 ['mixed4[0][0]']
conv2d_46 (Conv2D) (None, 12, 12, 160) 179200 ['activation_45[0][0]']
batch_normalization_41 (Ba (None, 12, 12, 160) 480 ['conv2d_41[0][0]']
tchNormalization)
batch_normalization_46 (Ba (None, 12, 12, 160) 480 ['conv2d_46[0][0]']
tchNormalization)
activation_41 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_41[0][0]
']
activation_46 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_46[0][0]
']
conv2d_42 (Conv2D) (None, 12, 12, 160) 179200 ['activation_41[0][0]']
conv2d_47 (Conv2D) (None, 12, 12, 160) 179200 ['activation_46[0][0]']
batch_normalization_42 (Ba (None, 12, 12, 160) 480 ['conv2d_42[0][0]']
tchNormalization)
batch_normalization_47 (Ba (None, 12, 12, 160) 480 ['conv2d_47[0][0]']
tchNormalization)
activation_42 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_42[0][0]
']
activation_47 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_47[0][0]
']
average_pooling2d_4 (Avera (None, 12, 12, 768) 0 ['mixed4[0][0]']
gePooling2D)
conv2d_40 (Conv2D) (None, 12, 12, 192) 147456 ['mixed4[0][0]']
conv2d_43 (Conv2D) (None, 12, 12, 192) 215040 ['activation_42[0][0]']
conv2d_48 (Conv2D) (None, 12, 12, 192) 215040 ['activation_47[0][0]']
conv2d_49 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_4[0][0]']
batch_normalization_40 (Ba (None, 12, 12, 192) 576 ['conv2d_40[0][0]']
tchNormalization)
batch_normalization_43 (Ba (None, 12, 12, 192) 576 ['conv2d_43[0][0]']
tchNormalization)
batch_normalization_48 (Ba (None, 12, 12, 192) 576 ['conv2d_48[0][0]']
tchNormalization)
batch_normalization_49 (Ba (None, 12, 12, 192) 576 ['conv2d_49[0][0]']
tchNormalization)
activation_40 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_40[0][0]
']
activation_43 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_43[0][0]
']
activation_48 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_48[0][0]
']
activation_49 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_49[0][0]
']
mixed5 (Concatenate) (None, 12, 12, 768) 0 ['activation_40[0][0]',
'activation_43[0][0]',
'activation_48[0][0]',
'activation_49[0][0]']
conv2d_54 (Conv2D) (None, 12, 12, 160) 122880 ['mixed5[0][0]']
batch_normalization_54 (Ba (None, 12, 12, 160) 480 ['conv2d_54[0][0]']
tchNormalization)
activation_54 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_54[0][0]
']
conv2d_55 (Conv2D) (None, 12, 12, 160) 179200 ['activation_54[0][0]']
batch_normalization_55 (Ba (None, 12, 12, 160) 480 ['conv2d_55[0][0]']
tchNormalization)
activation_55 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_55[0][0]
']
conv2d_51 (Conv2D) (None, 12, 12, 160) 122880 ['mixed5[0][0]']
conv2d_56 (Conv2D) (None, 12, 12, 160) 179200 ['activation_55[0][0]']
batch_normalization_51 (Ba (None, 12, 12, 160) 480 ['conv2d_51[0][0]']
tchNormalization)
batch_normalization_56 (Ba (None, 12, 12, 160) 480 ['conv2d_56[0][0]']
tchNormalization)
activation_51 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_51[0][0]
']
activation_56 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_56[0][0]
']
conv2d_52 (Conv2D) (None, 12, 12, 160) 179200 ['activation_51[0][0]']
conv2d_57 (Conv2D) (None, 12, 12, 160) 179200 ['activation_56[0][0]']
batch_normalization_52 (Ba (None, 12, 12, 160) 480 ['conv2d_52[0][0]']
tchNormalization)
batch_normalization_57 (Ba (None, 12, 12, 160) 480 ['conv2d_57[0][0]']
tchNormalization)
activation_52 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_52[0][0]
']
activation_57 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_57[0][0]
']
average_pooling2d_5 (Avera (None, 12, 12, 768) 0 ['mixed5[0][0]']
gePooling2D)
conv2d_50 (Conv2D) (None, 12, 12, 192) 147456 ['mixed5[0][0]']
conv2d_53 (Conv2D) (None, 12, 12, 192) 215040 ['activation_52[0][0]']
conv2d_58 (Conv2D) (None, 12, 12, 192) 215040 ['activation_57[0][0]']
conv2d_59 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_5[0][0]']
batch_normalization_50 (Ba (None, 12, 12, 192) 576 ['conv2d_50[0][0]']
tchNormalization)
batch_normalization_53 (Ba (None, 12, 12, 192) 576 ['conv2d_53[0][0]']
tchNormalization)
batch_normalization_58 (Ba (None, 12, 12, 192) 576 ['conv2d_58[0][0]']
tchNormalization)
batch_normalization_59 (Ba (None, 12, 12, 192) 576 ['conv2d_59[0][0]']
tchNormalization)
activation_50 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_50[0][0]
']
activation_53 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_53[0][0]
']
activation_58 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_58[0][0]
']
activation_59 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_59[0][0]
']
mixed6 (Concatenate) (None, 12, 12, 768) 0 ['activation_50[0][0]',
'activation_53[0][0]',
'activation_58[0][0]',
'activation_59[0][0]']
conv2d_64 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
batch_normalization_64 (Ba (None, 12, 12, 192) 576 ['conv2d_64[0][0]']
tchNormalization)
activation_64 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_64[0][0]
']
conv2d_65 (Conv2D) (None, 12, 12, 192) 258048 ['activation_64[0][0]']
batch_normalization_65 (Ba (None, 12, 12, 192) 576 ['conv2d_65[0][0]']
tchNormalization)
activation_65 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_65[0][0]
']
conv2d_61 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
conv2d_66 (Conv2D) (None, 12, 12, 192) 258048 ['activation_65[0][0]']
batch_normalization_61 (Ba (None, 12, 12, 192) 576 ['conv2d_61[0][0]']
tchNormalization)
batch_normalization_66 (Ba (None, 12, 12, 192) 576 ['conv2d_66[0][0]']
tchNormalization)
activation_61 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_61[0][0]
']
activation_66 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_66[0][0]
']
conv2d_62 (Conv2D) (None, 12, 12, 192) 258048 ['activation_61[0][0]']
conv2d_67 (Conv2D) (None, 12, 12, 192) 258048 ['activation_66[0][0]']
batch_normalization_62 (Ba (None, 12, 12, 192) 576 ['conv2d_62[0][0]']
tchNormalization)
batch_normalization_67 (Ba (None, 12, 12, 192) 576 ['conv2d_67[0][0]']
tchNormalization)
activation_62 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_62[0][0]
']
activation_67 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_67[0][0]
']
average_pooling2d_6 (Avera (None, 12, 12, 768) 0 ['mixed6[0][0]']
gePooling2D)
conv2d_60 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
conv2d_63 (Conv2D) (None, 12, 12, 192) 258048 ['activation_62[0][0]']
conv2d_68 (Conv2D) (None, 12, 12, 192) 258048 ['activation_67[0][0]']
conv2d_69 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_6[0][0]']
batch_normalization_60 (Ba (None, 12, 12, 192) 576 ['conv2d_60[0][0]']
tchNormalization)
batch_normalization_63 (Ba (None, 12, 12, 192) 576 ['conv2d_63[0][0]']
tchNormalization)
batch_normalization_68 (Ba (None, 12, 12, 192) 576 ['conv2d_68[0][0]']
tchNormalization)
batch_normalization_69 (Ba (None, 12, 12, 192) 576 ['conv2d_69[0][0]']
tchNormalization)
activation_60 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_60[0][0]
']
activation_63 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_63[0][0]
']
activation_68 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_68[0][0]
']
activation_69 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_69[0][0]
']
mixed7 (Concatenate) (None, 12, 12, 768) 0 ['activation_60[0][0]',
'activation_63[0][0]',
'activation_68[0][0]',
'activation_69[0][0]']
conv2d_72 (Conv2D) (None, 12, 12, 192) 147456 ['mixed7[0][0]']
batch_normalization_72 (Ba (None, 12, 12, 192) 576 ['conv2d_72[0][0]']
tchNormalization)
activation_72 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_72[0][0]
']
conv2d_73 (Conv2D) (None, 12, 12, 192) 258048 ['activation_72[0][0]']
batch_normalization_73 (Ba (None, 12, 12, 192) 576 ['conv2d_73[0][0]']
tchNormalization)
activation_73 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_73[0][0]
']
conv2d_70 (Conv2D) (None, 12, 12, 192) 147456 ['mixed7[0][0]']
conv2d_74 (Conv2D) (None, 12, 12, 192) 258048 ['activation_73[0][0]']
batch_normalization_70 (Ba (None, 12, 12, 192) 576 ['conv2d_70[0][0]']
tchNormalization)
batch_normalization_74 (Ba (None, 12, 12, 192) 576 ['conv2d_74[0][0]']
tchNormalization)
activation_70 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_70[0][0]
']
activation_74 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_74[0][0]
']
conv2d_71 (Conv2D) (None, 5, 5, 320) 552960 ['activation_70[0][0]']
conv2d_75 (Conv2D) (None, 5, 5, 192) 331776 ['activation_74[0][0]']
batch_normalization_71 (Ba (None, 5, 5, 320) 960 ['conv2d_71[0][0]']
tchNormalization)
batch_normalization_75 (Ba (None, 5, 5, 192) 576 ['conv2d_75[0][0]']
tchNormalization)
activation_71 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_71[0][0]
']
activation_75 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_75[0][0]
']
max_pooling2d_3 (MaxPoolin (None, 5, 5, 768) 0 ['mixed7[0][0]']
g2D)
mixed8 (Concatenate) (None, 5, 5, 1280) 0 ['activation_71[0][0]',
'activation_75[0][0]',
'max_pooling2d_3[0][0]']
conv2d_80 (Conv2D) (None, 5, 5, 448) 573440 ['mixed8[0][0]']
batch_normalization_80 (Ba (None, 5, 5, 448) 1344 ['conv2d_80[0][0]']
tchNormalization)
activation_80 (Activation) (None, 5, 5, 448) 0 ['batch_normalization_80[0][0]
']
conv2d_77 (Conv2D) (None, 5, 5, 384) 491520 ['mixed8[0][0]']
conv2d_81 (Conv2D) (None, 5, 5, 384) 1548288 ['activation_80[0][0]']
batch_normalization_77 (Ba (None, 5, 5, 384) 1152 ['conv2d_77[0][0]']
tchNormalization)
batch_normalization_81 (Ba (None, 5, 5, 384) 1152 ['conv2d_81[0][0]']
tchNormalization)
activation_77 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_77[0][0]
']
activation_81 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_81[0][0]
']
conv2d_78 (Conv2D) (None, 5, 5, 384) 442368 ['activation_77[0][0]']
conv2d_79 (Conv2D) (None, 5, 5, 384) 442368 ['activation_77[0][0]']
conv2d_82 (Conv2D) (None, 5, 5, 384) 442368 ['activation_81[0][0]']
conv2d_83 (Conv2D) (None, 5, 5, 384) 442368 ['activation_81[0][0]']
average_pooling2d_7 (Avera (None, 5, 5, 1280) 0 ['mixed8[0][0]']
gePooling2D)
conv2d_76 (Conv2D) (None, 5, 5, 320) 409600 ['mixed8[0][0]']
batch_normalization_78 (Ba (None, 5, 5, 384) 1152 ['conv2d_78[0][0]']
tchNormalization)
batch_normalization_79 (Ba (None, 5, 5, 384) 1152 ['conv2d_79[0][0]']
tchNormalization)
batch_normalization_82 (Ba (None, 5, 5, 384) 1152 ['conv2d_82[0][0]']
tchNormalization)
batch_normalization_83 (Ba (None, 5, 5, 384) 1152 ['conv2d_83[0][0]']
tchNormalization)
conv2d_84 (Conv2D) (None, 5, 5, 192) 245760 ['average_pooling2d_7[0][0]']
batch_normalization_76 (Ba (None, 5, 5, 320) 960 ['conv2d_76[0][0]']
tchNormalization)
activation_78 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_78[0][0]
']
activation_79 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_79[0][0]
']
activation_82 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_82[0][0]
']
activation_83 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_83[0][0]
']
batch_normalization_84 (Ba (None, 5, 5, 192) 576 ['conv2d_84[0][0]']
tchNormalization)
activation_76 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_76[0][0]
']
mixed9_0 (Concatenate) (None, 5, 5, 768) 0 ['activation_78[0][0]',
'activation_79[0][0]']
concatenate (Concatenate) (None, 5, 5, 768) 0 ['activation_82[0][0]',
'activation_83[0][0]']
activation_84 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_84[0][0]
']
mixed9 (Concatenate) (None, 5, 5, 2048) 0 ['activation_76[0][0]',
'mixed9_0[0][0]',
'concatenate[0][0]',
'activation_84[0][0]']
conv2d_89 (Conv2D) (None, 5, 5, 448) 917504 ['mixed9[0][0]']
batch_normalization_89 (Ba (None, 5, 5, 448) 1344 ['conv2d_89[0][0]']
tchNormalization)
activation_89 (Activation) (None, 5, 5, 448) 0 ['batch_normalization_89[0][0]
']
conv2d_86 (Conv2D) (None, 5, 5, 384) 786432 ['mixed9[0][0]']
conv2d_90 (Conv2D) (None, 5, 5, 384) 1548288 ['activation_89[0][0]']
batch_normalization_86 (Ba (None, 5, 5, 384) 1152 ['conv2d_86[0][0]']
tchNormalization)
batch_normalization_90 (Ba (None, 5, 5, 384) 1152 ['conv2d_90[0][0]']
tchNormalization)
activation_86 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_86[0][0]
']
activation_90 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_90[0][0]
']
conv2d_87 (Conv2D) (None, 5, 5, 384) 442368 ['activation_86[0][0]']
conv2d_88 (Conv2D) (None, 5, 5, 384) 442368 ['activation_86[0][0]']
conv2d_91 (Conv2D) (None, 5, 5, 384) 442368 ['activation_90[0][0]']
conv2d_92 (Conv2D) (None, 5, 5, 384) 442368 ['activation_90[0][0]']
average_pooling2d_8 (Avera (None, 5, 5, 2048) 0 ['mixed9[0][0]']
gePooling2D)
conv2d_85 (Conv2D) (None, 5, 5, 320) 655360 ['mixed9[0][0]']
batch_normalization_87 (Ba (None, 5, 5, 384) 1152 ['conv2d_87[0][0]']
tchNormalization)
batch_normalization_88 (Ba (None, 5, 5, 384) 1152 ['conv2d_88[0][0]']
tchNormalization)
batch_normalization_91 (Ba (None, 5, 5, 384) 1152 ['conv2d_91[0][0]']
tchNormalization)
batch_normalization_92 (Ba (None, 5, 5, 384) 1152 ['conv2d_92[0][0]']
tchNormalization)
conv2d_93 (Conv2D) (None, 5, 5, 192) 393216 ['average_pooling2d_8[0][0]']
batch_normalization_85 (Ba (None, 5, 5, 320) 960 ['conv2d_85[0][0]']
tchNormalization)
activation_87 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_87[0][0]
']
activation_88 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_88[0][0]
']
activation_91 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_91[0][0]
']
activation_92 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_92[0][0]
']
batch_normalization_93 (Ba (None, 5, 5, 192) 576 ['conv2d_93[0][0]']
tchNormalization)
activation_85 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_85[0][0]
']
mixed9_1 (Concatenate) (None, 5, 5, 768) 0 ['activation_87[0][0]',
'activation_88[0][0]']
concatenate_1 (Concatenate (None, 5, 5, 768) 0 ['activation_91[0][0]',
) 'activation_92[0][0]']
activation_93 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_93[0][0]
']
mixed10 (Concatenate) (None, 5, 5, 2048) 0 ['activation_85[0][0]',
'mixed9_1[0][0]',
'concatenate_1[0][0]',
'activation_93[0][0]']
==================================================================================================
Total params: 21802784 (83.17 MB)
Trainable params: 21768352 (83.04 MB)
Non-trainable params: 34432 (134.50 KB)
__________________________________________________________________________________________________
Summary of Base Model 5:
Model: "densenet121"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_5 (InputLayer) [(None, 224, 224, 3)] 0 []
zero_padding2d (ZeroPaddin (None, 230, 230, 3) 0 ['input_5[0][0]']
g2D)
conv1/conv (Conv2D) (None, 112, 112, 64) 9408 ['zero_padding2d[0][0]']
conv1/bn (BatchNormalizati (None, 112, 112, 64) 256 ['conv1/conv[0][0]']
on)
conv1/relu (Activation) (None, 112, 112, 64) 0 ['conv1/bn[0][0]']
zero_padding2d_1 (ZeroPadd (None, 114, 114, 64) 0 ['conv1/relu[0][0]']
ing2D)
pool1 (MaxPooling2D) (None, 56, 56, 64) 0 ['zero_padding2d_1[0][0]']
conv2_block1_0_bn (BatchNo (None, 56, 56, 64) 256 ['pool1[0][0]']
rmalization)
conv2_block1_0_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_0_bn[0][0]']
ation)
conv2_block1_1_conv (Conv2 (None, 56, 56, 128) 8192 ['conv2_block1_0_relu[0][0]']
D)
conv2_block1_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block1_1_conv[0][0]']
rmalization)
conv2_block1_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block1_1_bn[0][0]']
ation)
conv2_block1_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block1_1_relu[0][0]']
D)
conv2_block1_concat (Conca (None, 56, 56, 96) 0 ['pool1[0][0]',
tenate) 'conv2_block1_2_conv[0][0]']
conv2_block2_0_bn (BatchNo (None, 56, 56, 96) 384 ['conv2_block1_concat[0][0]']
rmalization)
conv2_block2_0_relu (Activ (None, 56, 56, 96) 0 ['conv2_block2_0_bn[0][0]']
ation)
conv2_block2_1_conv (Conv2 (None, 56, 56, 128) 12288 ['conv2_block2_0_relu[0][0]']
D)
conv2_block2_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block2_1_conv[0][0]']
rmalization)
conv2_block2_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block2_1_bn[0][0]']
ation)
conv2_block2_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block2_1_relu[0][0]']
D)
conv2_block2_concat (Conca (None, 56, 56, 128) 0 ['conv2_block1_concat[0][0]',
tenate) 'conv2_block2_2_conv[0][0]']
conv2_block3_0_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block2_concat[0][0]']
rmalization)
conv2_block3_0_relu (Activ (None, 56, 56, 128) 0 ['conv2_block3_0_bn[0][0]']
ation)
conv2_block3_1_conv (Conv2 (None, 56, 56, 128) 16384 ['conv2_block3_0_relu[0][0]']
D)
conv2_block3_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block3_1_conv[0][0]']
rmalization)
conv2_block3_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block3_1_bn[0][0]']
ation)
conv2_block3_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block3_1_relu[0][0]']
D)
conv2_block3_concat (Conca (None, 56, 56, 160) 0 ['conv2_block2_concat[0][0]',
tenate) 'conv2_block3_2_conv[0][0]']
conv2_block4_0_bn (BatchNo (None, 56, 56, 160) 640 ['conv2_block3_concat[0][0]']
rmalization)
conv2_block4_0_relu (Activ (None, 56, 56, 160) 0 ['conv2_block4_0_bn[0][0]']
ation)
conv2_block4_1_conv (Conv2 (None, 56, 56, 128) 20480 ['conv2_block4_0_relu[0][0]']
D)
conv2_block4_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block4_1_conv[0][0]']
rmalization)
conv2_block4_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block4_1_bn[0][0]']
ation)
conv2_block4_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block4_1_relu[0][0]']
D)
conv2_block4_concat (Conca (None, 56, 56, 192) 0 ['conv2_block3_concat[0][0]',
tenate) 'conv2_block4_2_conv[0][0]']
conv2_block5_0_bn (BatchNo (None, 56, 56, 192) 768 ['conv2_block4_concat[0][0]']
rmalization)
conv2_block5_0_relu (Activ (None, 56, 56, 192) 0 ['conv2_block5_0_bn[0][0]']
ation)
conv2_block5_1_conv (Conv2 (None, 56, 56, 128) 24576 ['conv2_block5_0_relu[0][0]']
D)
conv2_block5_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block5_1_conv[0][0]']
rmalization)
conv2_block5_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block5_1_bn[0][0]']
ation)
conv2_block5_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block5_1_relu[0][0]']
D)
conv2_block5_concat (Conca (None, 56, 56, 224) 0 ['conv2_block4_concat[0][0]',
tenate) 'conv2_block5_2_conv[0][0]']
conv2_block6_0_bn (BatchNo (None, 56, 56, 224) 896 ['conv2_block5_concat[0][0]']
rmalization)
conv2_block6_0_relu (Activ (None, 56, 56, 224) 0 ['conv2_block6_0_bn[0][0]']
ation)
conv2_block6_1_conv (Conv2 (None, 56, 56, 128) 28672 ['conv2_block6_0_relu[0][0]']
D)
conv2_block6_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block6_1_conv[0][0]']
rmalization)
conv2_block6_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block6_1_bn[0][0]']
ation)
conv2_block6_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block6_1_relu[0][0]']
D)
conv2_block6_concat (Conca (None, 56, 56, 256) 0 ['conv2_block5_concat[0][0]',
tenate) 'conv2_block6_2_conv[0][0]']
pool2_bn (BatchNormalizati (None, 56, 56, 256) 1024 ['conv2_block6_concat[0][0]']
on)
pool2_relu (Activation) (None, 56, 56, 256) 0 ['pool2_bn[0][0]']
pool2_conv (Conv2D) (None, 56, 56, 128) 32768 ['pool2_relu[0][0]']
pool2_pool (AveragePooling (None, 28, 28, 128) 0 ['pool2_conv[0][0]']
2D)
conv3_block1_0_bn (BatchNo (None, 28, 28, 128) 512 ['pool2_pool[0][0]']
rmalization)
conv3_block1_0_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_0_bn[0][0]']
ation)
conv3_block1_1_conv (Conv2 (None, 28, 28, 128) 16384 ['conv3_block1_0_relu[0][0]']
D)
conv3_block1_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_1_conv[0][0]']
rmalization)
conv3_block1_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_1_bn[0][0]']
ation)
conv3_block1_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block1_1_relu[0][0]']
D)
conv3_block1_concat (Conca (None, 28, 28, 160) 0 ['pool2_pool[0][0]',
tenate) 'conv3_block1_2_conv[0][0]']
conv3_block2_0_bn (BatchNo (None, 28, 28, 160) 640 ['conv3_block1_concat[0][0]']
rmalization)
conv3_block2_0_relu (Activ (None, 28, 28, 160) 0 ['conv3_block2_0_bn[0][0]']
ation)
conv3_block2_1_conv (Conv2 (None, 28, 28, 128) 20480 ['conv3_block2_0_relu[0][0]']
D)
conv3_block2_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_1_conv[0][0]']
rmalization)
conv3_block2_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_1_bn[0][0]']
ation)
conv3_block2_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block2_1_relu[0][0]']
D)
conv3_block2_concat (Conca (None, 28, 28, 192) 0 ['conv3_block1_concat[0][0]',
tenate) 'conv3_block2_2_conv[0][0]']
conv3_block3_0_bn (BatchNo (None, 28, 28, 192) 768 ['conv3_block2_concat[0][0]']
rmalization)
conv3_block3_0_relu (Activ (None, 28, 28, 192) 0 ['conv3_block3_0_bn[0][0]']
ation)
conv3_block3_1_conv (Conv2 (None, 28, 28, 128) 24576 ['conv3_block3_0_relu[0][0]']
D)
conv3_block3_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_1_conv[0][0]']
rmalization)
conv3_block3_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_1_bn[0][0]']
ation)
conv3_block3_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block3_1_relu[0][0]']
D)
conv3_block3_concat (Conca (None, 28, 28, 224) 0 ['conv3_block2_concat[0][0]',
tenate) 'conv3_block3_2_conv[0][0]']
conv3_block4_0_bn (BatchNo (None, 28, 28, 224) 896 ['conv3_block3_concat[0][0]']
rmalization)
conv3_block4_0_relu (Activ (None, 28, 28, 224) 0 ['conv3_block4_0_bn[0][0]']
ation)
conv3_block4_1_conv (Conv2 (None, 28, 28, 128) 28672 ['conv3_block4_0_relu[0][0]']
D)
conv3_block4_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_1_conv[0][0]']
rmalization)
conv3_block4_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_1_bn[0][0]']
ation)
conv3_block4_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block4_1_relu[0][0]']
D)
conv3_block4_concat (Conca (None, 28, 28, 256) 0 ['conv3_block3_concat[0][0]',
tenate) 'conv3_block4_2_conv[0][0]']
conv3_block5_0_bn (BatchNo (None, 28, 28, 256) 1024 ['conv3_block4_concat[0][0]']
rmalization)
conv3_block5_0_relu (Activ (None, 28, 28, 256) 0 ['conv3_block5_0_bn[0][0]']
ation)
conv3_block5_1_conv (Conv2 (None, 28, 28, 128) 32768 ['conv3_block5_0_relu[0][0]']
D)
conv3_block5_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block5_1_conv[0][0]']
rmalization)
conv3_block5_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block5_1_bn[0][0]']
ation)
conv3_block5_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block5_1_relu[0][0]']
D)
conv3_block5_concat (Conca (None, 28, 28, 288) 0 ['conv3_block4_concat[0][0]',
tenate) 'conv3_block5_2_conv[0][0]']
conv3_block6_0_bn (BatchNo (None, 28, 28, 288) 1152 ['conv3_block5_concat[0][0]']
rmalization)
conv3_block6_0_relu (Activ (None, 28, 28, 288) 0 ['conv3_block6_0_bn[0][0]']
ation)
conv3_block6_1_conv (Conv2 (None, 28, 28, 128) 36864 ['conv3_block6_0_relu[0][0]']
D)
conv3_block6_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block6_1_conv[0][0]']
rmalization)
conv3_block6_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block6_1_bn[0][0]']
ation)
conv3_block6_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block6_1_relu[0][0]']
D)
conv3_block6_concat (Conca (None, 28, 28, 320) 0 ['conv3_block5_concat[0][0]',
tenate) 'conv3_block6_2_conv[0][0]']
conv3_block7_0_bn (BatchNo (None, 28, 28, 320) 1280 ['conv3_block6_concat[0][0]']
rmalization)
conv3_block7_0_relu (Activ (None, 28, 28, 320) 0 ['conv3_block7_0_bn[0][0]']
ation)
conv3_block7_1_conv (Conv2 (None, 28, 28, 128) 40960 ['conv3_block7_0_relu[0][0]']
D)
conv3_block7_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block7_1_conv[0][0]']
rmalization)
conv3_block7_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block7_1_bn[0][0]']
ation)
conv3_block7_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block7_1_relu[0][0]']
D)
conv3_block7_concat (Conca (None, 28, 28, 352) 0 ['conv3_block6_concat[0][0]',
tenate) 'conv3_block7_2_conv[0][0]']
conv3_block8_0_bn (BatchNo (None, 28, 28, 352) 1408 ['conv3_block7_concat[0][0]']
rmalization)
conv3_block8_0_relu (Activ (None, 28, 28, 352) 0 ['conv3_block8_0_bn[0][0]']
ation)
conv3_block8_1_conv (Conv2 (None, 28, 28, 128) 45056 ['conv3_block8_0_relu[0][0]']
D)
conv3_block8_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block8_1_conv[0][0]']
rmalization)
conv3_block8_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block8_1_bn[0][0]']
ation)
conv3_block8_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block8_1_relu[0][0]']
D)
conv3_block8_concat (Conca (None, 28, 28, 384) 0 ['conv3_block7_concat[0][0]',
tenate) 'conv3_block8_2_conv[0][0]']
conv3_block9_0_bn (BatchNo (None, 28, 28, 384) 1536 ['conv3_block8_concat[0][0]']
rmalization)
conv3_block9_0_relu (Activ (None, 28, 28, 384) 0 ['conv3_block9_0_bn[0][0]']
ation)
conv3_block9_1_conv (Conv2 (None, 28, 28, 128) 49152 ['conv3_block9_0_relu[0][0]']
D)
conv3_block9_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block9_1_conv[0][0]']
rmalization)
conv3_block9_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block9_1_bn[0][0]']
ation)
conv3_block9_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block9_1_relu[0][0]']
D)
conv3_block9_concat (Conca (None, 28, 28, 416) 0 ['conv3_block8_concat[0][0]',
tenate) 'conv3_block9_2_conv[0][0]']
conv3_block10_0_bn (BatchN (None, 28, 28, 416) 1664 ['conv3_block9_concat[0][0]']
ormalization)
conv3_block10_0_relu (Acti (None, 28, 28, 416) 0 ['conv3_block10_0_bn[0][0]']
vation)
conv3_block10_1_conv (Conv (None, 28, 28, 128) 53248 ['conv3_block10_0_relu[0][0]']
2D)
conv3_block10_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block10_1_conv[0][0]']
ormalization)
conv3_block10_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block10_1_bn[0][0]']
vation)
conv3_block10_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block10_1_relu[0][0]']
2D)
conv3_block10_concat (Conc (None, 28, 28, 448) 0 ['conv3_block9_concat[0][0]',
atenate) 'conv3_block10_2_conv[0][0]']
conv3_block11_0_bn (BatchN (None, 28, 28, 448) 1792 ['conv3_block10_concat[0][0]']
ormalization)
conv3_block11_0_relu (Acti (None, 28, 28, 448) 0 ['conv3_block11_0_bn[0][0]']
vation)
conv3_block11_1_conv (Conv (None, 28, 28, 128) 57344 ['conv3_block11_0_relu[0][0]']
2D)
conv3_block11_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block11_1_conv[0][0]']
ormalization)
conv3_block11_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block11_1_bn[0][0]']
vation)
conv3_block11_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block11_1_relu[0][0]']
2D)
conv3_block11_concat (Conc (None, 28, 28, 480) 0 ['conv3_block10_concat[0][0]',
atenate) 'conv3_block11_2_conv[0][0]']
conv3_block12_0_bn (BatchN (None, 28, 28, 480) 1920 ['conv3_block11_concat[0][0]']
ormalization)
conv3_block12_0_relu (Acti (None, 28, 28, 480) 0 ['conv3_block12_0_bn[0][0]']
vation)
conv3_block12_1_conv (Conv (None, 28, 28, 128) 61440 ['conv3_block12_0_relu[0][0]']
2D)
conv3_block12_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block12_1_conv[0][0]']
ormalization)
conv3_block12_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block12_1_bn[0][0]']
vation)
conv3_block12_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block12_1_relu[0][0]']
2D)
conv3_block12_concat (Conc (None, 28, 28, 512) 0 ['conv3_block11_concat[0][0]',
atenate) 'conv3_block12_2_conv[0][0]']
pool3_bn (BatchNormalizati (None, 28, 28, 512) 2048 ['conv3_block12_concat[0][0]']
on)
pool3_relu (Activation) (None, 28, 28, 512) 0 ['pool3_bn[0][0]']
pool3_conv (Conv2D) (None, 28, 28, 256) 131072 ['pool3_relu[0][0]']
pool3_pool (AveragePooling (None, 14, 14, 256) 0 ['pool3_conv[0][0]']
2D)
conv4_block1_0_bn (BatchNo (None, 14, 14, 256) 1024 ['pool3_pool[0][0]']
rmalization)
conv4_block1_0_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_0_bn[0][0]']
ation)
conv4_block1_1_conv (Conv2 (None, 14, 14, 128) 32768 ['conv4_block1_0_relu[0][0]']
D)
conv4_block1_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block1_1_conv[0][0]']
rmalization)
conv4_block1_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block1_1_bn[0][0]']
ation)
conv4_block1_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block1_1_relu[0][0]']
D)
conv4_block1_concat (Conca (None, 14, 14, 288) 0 ['pool3_pool[0][0]',
tenate) 'conv4_block1_2_conv[0][0]']
conv4_block2_0_bn (BatchNo (None, 14, 14, 288) 1152 ['conv4_block1_concat[0][0]']
rmalization)
conv4_block2_0_relu (Activ (None, 14, 14, 288) 0 ['conv4_block2_0_bn[0][0]']
ation)
conv4_block2_1_conv (Conv2 (None, 14, 14, 128) 36864 ['conv4_block2_0_relu[0][0]']
D)
conv4_block2_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block2_1_conv[0][0]']
rmalization)
conv4_block2_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block2_1_bn[0][0]']
ation)
conv4_block2_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block2_1_relu[0][0]']
D)
conv4_block2_concat (Conca (None, 14, 14, 320) 0 ['conv4_block1_concat[0][0]',
tenate) 'conv4_block2_2_conv[0][0]']
conv4_block3_0_bn (BatchNo (None, 14, 14, 320) 1280 ['conv4_block2_concat[0][0]']
rmalization)
conv4_block3_0_relu (Activ (None, 14, 14, 320) 0 ['conv4_block3_0_bn[0][0]']
ation)
conv4_block3_1_conv (Conv2 (None, 14, 14, 128) 40960 ['conv4_block3_0_relu[0][0]']
D)
conv4_block3_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block3_1_conv[0][0]']
rmalization)
conv4_block3_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block3_1_bn[0][0]']
ation)
conv4_block3_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block3_1_relu[0][0]']
D)
conv4_block3_concat (Conca (None, 14, 14, 352) 0 ['conv4_block2_concat[0][0]',
tenate) 'conv4_block3_2_conv[0][0]']
conv4_block4_0_bn (BatchNo (None, 14, 14, 352) 1408 ['conv4_block3_concat[0][0]']
rmalization)
conv4_block4_0_relu (Activ (None, 14, 14, 352) 0 ['conv4_block4_0_bn[0][0]']
ation)
conv4_block4_1_conv (Conv2 (None, 14, 14, 128) 45056 ['conv4_block4_0_relu[0][0]']
D)
conv4_block4_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block4_1_conv[0][0]']
rmalization)
conv4_block4_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block4_1_bn[0][0]']
ation)
conv4_block4_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block4_1_relu[0][0]']
D)
conv4_block4_concat (Conca (None, 14, 14, 384) 0 ['conv4_block3_concat[0][0]',
tenate) 'conv4_block4_2_conv[0][0]']
conv4_block5_0_bn (BatchNo (None, 14, 14, 384) 1536 ['conv4_block4_concat[0][0]']
rmalization)
conv4_block5_0_relu (Activ (None, 14, 14, 384) 0 ['conv4_block5_0_bn[0][0]']
ation)
conv4_block5_1_conv (Conv2 (None, 14, 14, 128) 49152 ['conv4_block5_0_relu[0][0]']
D)
conv4_block5_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block5_1_conv[0][0]']
rmalization)
conv4_block5_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block5_1_bn[0][0]']
ation)
conv4_block5_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block5_1_relu[0][0]']
D)
conv4_block5_concat (Conca (None, 14, 14, 416) 0 ['conv4_block4_concat[0][0]',
tenate) 'conv4_block5_2_conv[0][0]']
conv4_block6_0_bn (BatchNo (None, 14, 14, 416) 1664 ['conv4_block5_concat[0][0]']
rmalization)
conv4_block6_0_relu (Activ (None, 14, 14, 416) 0 ['conv4_block6_0_bn[0][0]']
ation)
conv4_block6_1_conv (Conv2 (None, 14, 14, 128) 53248 ['conv4_block6_0_relu[0][0]']
D)
conv4_block6_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block6_1_conv[0][0]']
rmalization)
conv4_block6_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block6_1_bn[0][0]']
ation)
conv4_block6_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block6_1_relu[0][0]']
D)
conv4_block6_concat (Conca (None, 14, 14, 448) 0 ['conv4_block5_concat[0][0]',
tenate) 'conv4_block6_2_conv[0][0]']
conv4_block7_0_bn (BatchNo (None, 14, 14, 448) 1792 ['conv4_block6_concat[0][0]']
rmalization)
conv4_block7_0_relu (Activ (None, 14, 14, 448) 0 ['conv4_block7_0_bn[0][0]']
ation)
conv4_block7_1_conv (Conv2 (None, 14, 14, 128) 57344 ['conv4_block7_0_relu[0][0]']
D)
conv4_block7_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block7_1_conv[0][0]']
rmalization)
conv4_block7_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block7_1_bn[0][0]']
ation)
conv4_block7_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block7_1_relu[0][0]']
D)
conv4_block7_concat (Conca (None, 14, 14, 480) 0 ['conv4_block6_concat[0][0]',
tenate) 'conv4_block7_2_conv[0][0]']
conv4_block8_0_bn (BatchNo (None, 14, 14, 480) 1920 ['conv4_block7_concat[0][0]']
rmalization)
conv4_block8_0_relu (Activ (None, 14, 14, 480) 0 ['conv4_block8_0_bn[0][0]']
ation)
conv4_block8_1_conv (Conv2 (None, 14, 14, 128) 61440 ['conv4_block8_0_relu[0][0]']
D)
conv4_block8_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block8_1_conv[0][0]']
rmalization)
conv4_block8_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block8_1_bn[0][0]']
ation)
conv4_block8_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block8_1_relu[0][0]']
D)
conv4_block8_concat (Conca (None, 14, 14, 512) 0 ['conv4_block7_concat[0][0]',
tenate) 'conv4_block8_2_conv[0][0]']
conv4_block9_0_bn (BatchNo (None, 14, 14, 512) 2048 ['conv4_block8_concat[0][0]']
rmalization)
conv4_block9_0_relu (Activ (None, 14, 14, 512) 0 ['conv4_block9_0_bn[0][0]']
ation)
conv4_block9_1_conv (Conv2 (None, 14, 14, 128) 65536 ['conv4_block9_0_relu[0][0]']
D)
conv4_block9_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block9_1_conv[0][0]']
rmalization)
conv4_block9_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block9_1_bn[0][0]']
ation)
conv4_block9_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block9_1_relu[0][0]']
D)
conv4_block9_concat (Conca (None, 14, 14, 544) 0 ['conv4_block8_concat[0][0]',
tenate) 'conv4_block9_2_conv[0][0]']
conv4_block10_0_bn (BatchN (None, 14, 14, 544) 2176 ['conv4_block9_concat[0][0]']
ormalization)
conv4_block10_0_relu (Acti (None, 14, 14, 544) 0 ['conv4_block10_0_bn[0][0]']
vation)
conv4_block10_1_conv (Conv (None, 14, 14, 128) 69632 ['conv4_block10_0_relu[0][0]']
2D)
conv4_block10_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block10_1_conv[0][0]']
ormalization)
conv4_block10_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block10_1_bn[0][0]']
vation)
conv4_block10_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block10_1_relu[0][0]']
2D)
conv4_block10_concat (Conc (None, 14, 14, 576) 0 ['conv4_block9_concat[0][0]',
atenate) 'conv4_block10_2_conv[0][0]']
conv4_block11_0_bn (BatchN (None, 14, 14, 576) 2304 ['conv4_block10_concat[0][0]']
ormalization)
conv4_block11_0_relu (Acti (None, 14, 14, 576) 0 ['conv4_block11_0_bn[0][0]']
vation)
conv4_block11_1_conv (Conv (None, 14, 14, 128) 73728 ['conv4_block11_0_relu[0][0]']
2D)
conv4_block11_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block11_1_conv[0][0]']
ormalization)
conv4_block11_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block11_1_bn[0][0]']
vation)
conv4_block11_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block11_1_relu[0][0]']
2D)
conv4_block11_concat (Conc (None, 14, 14, 608) 0 ['conv4_block10_concat[0][0]',
atenate) 'conv4_block11_2_conv[0][0]']
conv4_block12_0_bn (BatchN (None, 14, 14, 608) 2432 ['conv4_block11_concat[0][0]']
ormalization)
conv4_block12_0_relu (Acti (None, 14, 14, 608) 0 ['conv4_block12_0_bn[0][0]']
vation)
conv4_block12_1_conv (Conv (None, 14, 14, 128) 77824 ['conv4_block12_0_relu[0][0]']
2D)
conv4_block12_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block12_1_conv[0][0]']
ormalization)
conv4_block12_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block12_1_bn[0][0]']
vation)
conv4_block12_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block12_1_relu[0][0]']
2D)
conv4_block12_concat (Conc (None, 14, 14, 640) 0 ['conv4_block11_concat[0][0]',
atenate) 'conv4_block12_2_conv[0][0]']
conv4_block13_0_bn (BatchN (None, 14, 14, 640) 2560 ['conv4_block12_concat[0][0]']
ormalization)
conv4_block13_0_relu (Acti (None, 14, 14, 640) 0 ['conv4_block13_0_bn[0][0]']
vation)
conv4_block13_1_conv (Conv (None, 14, 14, 128) 81920 ['conv4_block13_0_relu[0][0]']
2D)
conv4_block13_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block13_1_conv[0][0]']
ormalization)
conv4_block13_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block13_1_bn[0][0]']
vation)
conv4_block13_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block13_1_relu[0][0]']
2D)
conv4_block13_concat (Conc (None, 14, 14, 672) 0 ['conv4_block12_concat[0][0]',
atenate) 'conv4_block13_2_conv[0][0]']
conv4_block14_0_bn (BatchN (None, 14, 14, 672) 2688 ['conv4_block13_concat[0][0]']
ormalization)
conv4_block14_0_relu (Acti (None, 14, 14, 672) 0 ['conv4_block14_0_bn[0][0]']
vation)
conv4_block14_1_conv (Conv (None, 14, 14, 128) 86016 ['conv4_block14_0_relu[0][0]']
2D)
conv4_block14_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block14_1_conv[0][0]']
ormalization)
conv4_block14_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block14_1_bn[0][0]']
vation)
conv4_block14_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block14_1_relu[0][0]']
2D)
conv4_block14_concat (Conc (None, 14, 14, 704) 0 ['conv4_block13_concat[0][0]',
atenate) 'conv4_block14_2_conv[0][0]']
conv4_block15_0_bn (BatchN (None, 14, 14, 704) 2816 ['conv4_block14_concat[0][0]']
ormalization)
conv4_block15_0_relu (Acti (None, 14, 14, 704) 0 ['conv4_block15_0_bn[0][0]']
vation)
conv4_block15_1_conv (Conv (None, 14, 14, 128) 90112 ['conv4_block15_0_relu[0][0]']
2D)
conv4_block15_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block15_1_conv[0][0]']
ormalization)
conv4_block15_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block15_1_bn[0][0]']
vation)
conv4_block15_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block15_1_relu[0][0]']
2D)
conv4_block15_concat (Conc (None, 14, 14, 736) 0 ['conv4_block14_concat[0][0]',
atenate) 'conv4_block15_2_conv[0][0]']
conv4_block16_0_bn (BatchN (None, 14, 14, 736) 2944 ['conv4_block15_concat[0][0]']
ormalization)
conv4_block16_0_relu (Acti (None, 14, 14, 736) 0 ['conv4_block16_0_bn[0][0]']
vation)
conv4_block16_1_conv (Conv (None, 14, 14, 128) 94208 ['conv4_block16_0_relu[0][0]']
2D)
conv4_block16_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block16_1_conv[0][0]']
ormalization)
conv4_block16_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block16_1_bn[0][0]']
vation)
conv4_block16_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block16_1_relu[0][0]']
2D)
conv4_block16_concat (Conc (None, 14, 14, 768) 0 ['conv4_block15_concat[0][0]',
atenate) 'conv4_block16_2_conv[0][0]']
conv4_block17_0_bn (BatchN (None, 14, 14, 768) 3072 ['conv4_block16_concat[0][0]']
ormalization)
conv4_block17_0_relu (Acti (None, 14, 14, 768) 0 ['conv4_block17_0_bn[0][0]']
vation)
conv4_block17_1_conv (Conv (None, 14, 14, 128) 98304 ['conv4_block17_0_relu[0][0]']
2D)
conv4_block17_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block17_1_conv[0][0]']
ormalization)
conv4_block17_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block17_1_bn[0][0]']
vation)
conv4_block17_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block17_1_relu[0][0]']
2D)
conv4_block17_concat (Conc (None, 14, 14, 800) 0 ['conv4_block16_concat[0][0]',
atenate) 'conv4_block17_2_conv[0][0]']
conv4_block18_0_bn (BatchN (None, 14, 14, 800) 3200 ['conv4_block17_concat[0][0]']
ormalization)
conv4_block18_0_relu (Acti (None, 14, 14, 800) 0 ['conv4_block18_0_bn[0][0]']
vation)
conv4_block18_1_conv (Conv (None, 14, 14, 128) 102400 ['conv4_block18_0_relu[0][0]']
2D)
conv4_block18_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block18_1_conv[0][0]']
ormalization)
conv4_block18_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block18_1_bn[0][0]']
vation)
conv4_block18_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block18_1_relu[0][0]']
2D)
conv4_block18_concat (Conc (None, 14, 14, 832) 0 ['conv4_block17_concat[0][0]',
atenate) 'conv4_block18_2_conv[0][0]']
conv4_block19_0_bn (BatchN (None, 14, 14, 832) 3328 ['conv4_block18_concat[0][0]']
ormalization)
conv4_block19_0_relu (Acti (None, 14, 14, 832) 0 ['conv4_block19_0_bn[0][0]']
vation)
conv4_block19_1_conv (Conv (None, 14, 14, 128) 106496 ['conv4_block19_0_relu[0][0]']
2D)
conv4_block19_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block19_1_conv[0][0]']
ormalization)
conv4_block19_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block19_1_bn[0][0]']
vation)
conv4_block19_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block19_1_relu[0][0]']
2D)
conv4_block19_concat (Conc (None, 14, 14, 864) 0 ['conv4_block18_concat[0][0]',
atenate) 'conv4_block19_2_conv[0][0]']
conv4_block20_0_bn (BatchN (None, 14, 14, 864) 3456 ['conv4_block19_concat[0][0]']
ormalization)
conv4_block20_0_relu (Acti (None, 14, 14, 864) 0 ['conv4_block20_0_bn[0][0]']
vation)
conv4_block20_1_conv (Conv (None, 14, 14, 128) 110592 ['conv4_block20_0_relu[0][0]']
2D)
conv4_block20_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block20_1_conv[0][0]']
ormalization)
conv4_block20_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block20_1_bn[0][0]']
vation)
conv4_block20_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block20_1_relu[0][0]']
2D)
conv4_block20_concat (Conc (None, 14, 14, 896) 0 ['conv4_block19_concat[0][0]',
atenate) 'conv4_block20_2_conv[0][0]']
conv4_block21_0_bn (BatchN (None, 14, 14, 896) 3584 ['conv4_block20_concat[0][0]']
ormalization)
conv4_block21_0_relu (Acti (None, 14, 14, 896) 0 ['conv4_block21_0_bn[0][0]']
vation)
conv4_block21_1_conv (Conv (None, 14, 14, 128) 114688 ['conv4_block21_0_relu[0][0]']
2D)
conv4_block21_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block21_1_conv[0][0]']
ormalization)
conv4_block21_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block21_1_bn[0][0]']
vation)
conv4_block21_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block21_1_relu[0][0]']
2D)
conv4_block21_concat (Conc (None, 14, 14, 928) 0 ['conv4_block20_concat[0][0]',
atenate) 'conv4_block21_2_conv[0][0]']
conv4_block22_0_bn (BatchN (None, 14, 14, 928) 3712 ['conv4_block21_concat[0][0]']
ormalization)
conv4_block22_0_relu (Acti (None, 14, 14, 928) 0 ['conv4_block22_0_bn[0][0]']
vation)
conv4_block22_1_conv (Conv (None, 14, 14, 128) 118784 ['conv4_block22_0_relu[0][0]']
2D)
conv4_block22_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block22_1_conv[0][0]']
ormalization)
conv4_block22_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block22_1_bn[0][0]']
vation)
conv4_block22_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block22_1_relu[0][0]']
2D)
conv4_block22_concat (Conc (None, 14, 14, 960) 0 ['conv4_block21_concat[0][0]',
atenate) 'conv4_block22_2_conv[0][0]']
conv4_block23_0_bn (BatchN (None, 14, 14, 960) 3840 ['conv4_block22_concat[0][0]']
ormalization)
conv4_block23_0_relu (Acti (None, 14, 14, 960) 0 ['conv4_block23_0_bn[0][0]']
vation)
conv4_block23_1_conv (Conv (None, 14, 14, 128) 122880 ['conv4_block23_0_relu[0][0]']
2D)
conv4_block23_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block23_1_conv[0][0]']
ormalization)
conv4_block23_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block23_1_bn[0][0]']
vation)
conv4_block23_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block23_1_relu[0][0]']
2D)
conv4_block23_concat (Conc (None, 14, 14, 992) 0 ['conv4_block22_concat[0][0]',
atenate) 'conv4_block23_2_conv[0][0]']
conv4_block24_0_bn (BatchN (None, 14, 14, 992) 3968 ['conv4_block23_concat[0][0]']
ormalization)
conv4_block24_0_relu (Acti (None, 14, 14, 992) 0 ['conv4_block24_0_bn[0][0]']
vation)
conv4_block24_1_conv (Conv (None, 14, 14, 128) 126976 ['conv4_block24_0_relu[0][0]']
2D)
conv4_block24_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block24_1_conv[0][0]']
ormalization)
conv4_block24_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block24_1_bn[0][0]']
vation)
conv4_block24_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block24_1_relu[0][0]']
2D)
conv4_block24_concat (Conc (None, 14, 14, 1024) 0 ['conv4_block23_concat[0][0]',
atenate) 'conv4_block24_2_conv[0][0]']
pool4_bn (BatchNormalizati (None, 14, 14, 1024) 4096 ['conv4_block24_concat[0][0]']
on)
pool4_relu (Activation) (None, 14, 14, 1024) 0 ['pool4_bn[0][0]']
pool4_conv (Conv2D) (None, 14, 14, 512) 524288 ['pool4_relu[0][0]']
pool4_pool (AveragePooling (None, 7, 7, 512) 0 ['pool4_conv[0][0]']
2D)
conv5_block1_0_bn (BatchNo (None, 7, 7, 512) 2048 ['pool4_pool[0][0]']
rmalization)
conv5_block1_0_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_0_bn[0][0]']
ation)
conv5_block1_1_conv (Conv2 (None, 7, 7, 128) 65536 ['conv5_block1_0_relu[0][0]']
D)
conv5_block1_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block1_1_conv[0][0]']
rmalization)
conv5_block1_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block1_1_bn[0][0]']
ation)
conv5_block1_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block1_1_relu[0][0]']
D)
conv5_block1_concat (Conca (None, 7, 7, 544) 0 ['pool4_pool[0][0]',
tenate) 'conv5_block1_2_conv[0][0]']
conv5_block2_0_bn (BatchNo (None, 7, 7, 544) 2176 ['conv5_block1_concat[0][0]']
rmalization)
conv5_block2_0_relu (Activ (None, 7, 7, 544) 0 ['conv5_block2_0_bn[0][0]']
ation)
conv5_block2_1_conv (Conv2 (None, 7, 7, 128) 69632 ['conv5_block2_0_relu[0][0]']
D)
conv5_block2_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block2_1_conv[0][0]']
rmalization)
conv5_block2_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block2_1_bn[0][0]']
ation)
conv5_block2_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block2_1_relu[0][0]']
D)
conv5_block2_concat (Conca (None, 7, 7, 576) 0 ['conv5_block1_concat[0][0]',
tenate) 'conv5_block2_2_conv[0][0]']
conv5_block3_0_bn (BatchNo (None, 7, 7, 576) 2304 ['conv5_block2_concat[0][0]']
rmalization)
conv5_block3_0_relu (Activ (None, 7, 7, 576) 0 ['conv5_block3_0_bn[0][0]']
ation)
conv5_block3_1_conv (Conv2 (None, 7, 7, 128) 73728 ['conv5_block3_0_relu[0][0]']
D)
conv5_block3_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block3_1_conv[0][0]']
rmalization)
conv5_block3_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block3_1_bn[0][0]']
ation)
conv5_block3_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block3_1_relu[0][0]']
D)
conv5_block3_concat (Conca (None, 7, 7, 608) 0 ['conv5_block2_concat[0][0]',
tenate) 'conv5_block3_2_conv[0][0]']
conv5_block4_0_bn (BatchNo (None, 7, 7, 608) 2432 ['conv5_block3_concat[0][0]']
rmalization)
conv5_block4_0_relu (Activ (None, 7, 7, 608) 0 ['conv5_block4_0_bn[0][0]']
ation)
conv5_block4_1_conv (Conv2 (None, 7, 7, 128) 77824 ['conv5_block4_0_relu[0][0]']
D)
conv5_block4_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block4_1_conv[0][0]']
rmalization)
conv5_block4_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block4_1_bn[0][0]']
ation)
conv5_block4_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block4_1_relu[0][0]']
D)
conv5_block4_concat (Conca (None, 7, 7, 640) 0 ['conv5_block3_concat[0][0]',
tenate) 'conv5_block4_2_conv[0][0]']
conv5_block5_0_bn (BatchNo (None, 7, 7, 640) 2560 ['conv5_block4_concat[0][0]']
rmalization)
conv5_block5_0_relu (Activ (None, 7, 7, 640) 0 ['conv5_block5_0_bn[0][0]']
ation)
conv5_block5_1_conv (Conv2 (None, 7, 7, 128) 81920 ['conv5_block5_0_relu[0][0]']
D)
conv5_block5_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block5_1_conv[0][0]']
rmalization)
conv5_block5_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block5_1_bn[0][0]']
ation)
conv5_block5_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block5_1_relu[0][0]']
D)
conv5_block5_concat (Conca (None, 7, 7, 672) 0 ['conv5_block4_concat[0][0]',
tenate) 'conv5_block5_2_conv[0][0]']
conv5_block6_0_bn (BatchNo (None, 7, 7, 672) 2688 ['conv5_block5_concat[0][0]']
rmalization)
conv5_block6_0_relu (Activ (None, 7, 7, 672) 0 ['conv5_block6_0_bn[0][0]']
ation)
conv5_block6_1_conv (Conv2 (None, 7, 7, 128) 86016 ['conv5_block6_0_relu[0][0]']
D)
conv5_block6_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block6_1_conv[0][0]']
rmalization)
conv5_block6_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block6_1_bn[0][0]']
ation)
conv5_block6_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block6_1_relu[0][0]']
D)
conv5_block6_concat (Conca (None, 7, 7, 704) 0 ['conv5_block5_concat[0][0]',
tenate) 'conv5_block6_2_conv[0][0]']
conv5_block7_0_bn (BatchNo (None, 7, 7, 704) 2816 ['conv5_block6_concat[0][0]']
rmalization)
conv5_block7_0_relu (Activ (None, 7, 7, 704) 0 ['conv5_block7_0_bn[0][0]']
ation)
conv5_block7_1_conv (Conv2 (None, 7, 7, 128) 90112 ['conv5_block7_0_relu[0][0]']
D)
conv5_block7_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block7_1_conv[0][0]']
rmalization)
conv5_block7_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block7_1_bn[0][0]']
ation)
conv5_block7_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block7_1_relu[0][0]']
D)
conv5_block7_concat (Conca (None, 7, 7, 736) 0 ['conv5_block6_concat[0][0]',
tenate) 'conv5_block7_2_conv[0][0]']
conv5_block8_0_bn (BatchNo (None, 7, 7, 736) 2944 ['conv5_block7_concat[0][0]']
rmalization)
conv5_block8_0_relu (Activ (None, 7, 7, 736) 0 ['conv5_block8_0_bn[0][0]']
ation)
conv5_block8_1_conv (Conv2 (None, 7, 7, 128) 94208 ['conv5_block8_0_relu[0][0]']
D)
conv5_block8_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block8_1_conv[0][0]']
rmalization)
conv5_block8_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block8_1_bn[0][0]']
ation)
conv5_block8_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block8_1_relu[0][0]']
D)
conv5_block8_concat (Conca (None, 7, 7, 768) 0 ['conv5_block7_concat[0][0]',
tenate) 'conv5_block8_2_conv[0][0]']
conv5_block9_0_bn (BatchNo (None, 7, 7, 768) 3072 ['conv5_block8_concat[0][0]']
rmalization)
conv5_block9_0_relu (Activ (None, 7, 7, 768) 0 ['conv5_block9_0_bn[0][0]']
ation)
conv5_block9_1_conv (Conv2 (None, 7, 7, 128) 98304 ['conv5_block9_0_relu[0][0]']
D)
conv5_block9_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block9_1_conv[0][0]']
rmalization)
conv5_block9_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block9_1_bn[0][0]']
ation)
conv5_block9_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block9_1_relu[0][0]']
D)
conv5_block9_concat (Conca (None, 7, 7, 800) 0 ['conv5_block8_concat[0][0]',
tenate) 'conv5_block9_2_conv[0][0]']
conv5_block10_0_bn (BatchN (None, 7, 7, 800) 3200 ['conv5_block9_concat[0][0]']
ormalization)
conv5_block10_0_relu (Acti (None, 7, 7, 800) 0 ['conv5_block10_0_bn[0][0]']
vation)
conv5_block10_1_conv (Conv (None, 7, 7, 128) 102400 ['conv5_block10_0_relu[0][0]']
2D)
conv5_block10_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block10_1_conv[0][0]']
ormalization)
conv5_block10_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block10_1_bn[0][0]']
vation)
conv5_block10_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block10_1_relu[0][0]']
2D)
conv5_block10_concat (Conc (None, 7, 7, 832) 0 ['conv5_block9_concat[0][0]',
atenate) 'conv5_block10_2_conv[0][0]']
conv5_block11_0_bn (BatchN (None, 7, 7, 832) 3328 ['conv5_block10_concat[0][0]']
ormalization)
conv5_block11_0_relu (Acti (None, 7, 7, 832) 0 ['conv5_block11_0_bn[0][0]']
vation)
conv5_block11_1_conv (Conv (None, 7, 7, 128) 106496 ['conv5_block11_0_relu[0][0]']
2D)
conv5_block11_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block11_1_conv[0][0]']
ormalization)
conv5_block11_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block11_1_bn[0][0]']
vation)
conv5_block11_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block11_1_relu[0][0]']
2D)
conv5_block11_concat (Conc (None, 7, 7, 864) 0 ['conv5_block10_concat[0][0]',
atenate) 'conv5_block11_2_conv[0][0]']
conv5_block12_0_bn (BatchN (None, 7, 7, 864) 3456 ['conv5_block11_concat[0][0]']
ormalization)
conv5_block12_0_relu (Acti (None, 7, 7, 864) 0 ['conv5_block12_0_bn[0][0]']
vation)
conv5_block12_1_conv (Conv (None, 7, 7, 128) 110592 ['conv5_block12_0_relu[0][0]']
2D)
conv5_block12_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block12_1_conv[0][0]']
ormalization)
conv5_block12_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block12_1_bn[0][0]']
vation)
conv5_block12_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block12_1_relu[0][0]']
2D)
conv5_block12_concat (Conc (None, 7, 7, 896) 0 ['conv5_block11_concat[0][0]',
atenate) 'conv5_block12_2_conv[0][0]']
conv5_block13_0_bn (BatchN (None, 7, 7, 896) 3584 ['conv5_block12_concat[0][0]']
ormalization)
conv5_block13_0_relu (Acti (None, 7, 7, 896) 0 ['conv5_block13_0_bn[0][0]']
vation)
conv5_block13_1_conv (Conv (None, 7, 7, 128) 114688 ['conv5_block13_0_relu[0][0]']
2D)
conv5_block13_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block13_1_conv[0][0]']
ormalization)
conv5_block13_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block13_1_bn[0][0]']
vation)
conv5_block13_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block13_1_relu[0][0]']
2D)
conv5_block13_concat (Conc (None, 7, 7, 928) 0 ['conv5_block12_concat[0][0]',
atenate) 'conv5_block13_2_conv[0][0]']
conv5_block14_0_bn (BatchN (None, 7, 7, 928) 3712 ['conv5_block13_concat[0][0]']
ormalization)
conv5_block14_0_relu (Acti (None, 7, 7, 928) 0 ['conv5_block14_0_bn[0][0]']
vation)
conv5_block14_1_conv (Conv (None, 7, 7, 128) 118784 ['conv5_block14_0_relu[0][0]']
2D)
conv5_block14_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block14_1_conv[0][0]']
ormalization)
conv5_block14_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block14_1_bn[0][0]']
vation)
conv5_block14_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block14_1_relu[0][0]']
2D)
conv5_block14_concat (Conc (None, 7, 7, 960) 0 ['conv5_block13_concat[0][0]',
atenate) 'conv5_block14_2_conv[0][0]']
conv5_block15_0_bn (BatchN (None, 7, 7, 960) 3840 ['conv5_block14_concat[0][0]']
ormalization)
conv5_block15_0_relu (Acti (None, 7, 7, 960) 0 ['conv5_block15_0_bn[0][0]']
vation)
conv5_block15_1_conv (Conv (None, 7, 7, 128) 122880 ['conv5_block15_0_relu[0][0]']
2D)
conv5_block15_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block15_1_conv[0][0]']
ormalization)
conv5_block15_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block15_1_bn[0][0]']
vation)
conv5_block15_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block15_1_relu[0][0]']
2D)
conv5_block15_concat (Conc (None, 7, 7, 992) 0 ['conv5_block14_concat[0][0]',
atenate) 'conv5_block15_2_conv[0][0]']
conv5_block16_0_bn (BatchN (None, 7, 7, 992) 3968 ['conv5_block15_concat[0][0]']
ormalization)
conv5_block16_0_relu (Acti (None, 7, 7, 992) 0 ['conv5_block16_0_bn[0][0]']
vation)
conv5_block16_1_conv (Conv (None, 7, 7, 128) 126976 ['conv5_block16_0_relu[0][0]']
2D)
conv5_block16_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block16_1_conv[0][0]']
ormalization)
conv5_block16_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block16_1_bn[0][0]']
vation)
conv5_block16_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block16_1_relu[0][0]']
2D)
conv5_block16_concat (Conc (None, 7, 7, 1024) 0 ['conv5_block15_concat[0][0]',
atenate) 'conv5_block16_2_conv[0][0]']
bn (BatchNormalization) (None, 7, 7, 1024) 4096 ['conv5_block16_concat[0][0]']
relu (Activation) (None, 7, 7, 1024) 0 ['bn[0][0]']
==================================================================================================
Total params: 7037504 (26.85 MB)
Trainable params: 6953856 (26.53 MB)
Non-trainable params: 83648 (326.75 KB)
__________________________________________________________________________________________________
Summary of Base Model 6:
Model: "mobilenetv2_1.00_224"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_6 (InputLayer) [(None, 224, 224, 3)] 0 []
Conv1 (Conv2D) (None, 112, 112, 32) 864 ['input_6[0][0]']
bn_Conv1 (BatchNormalizati (None, 112, 112, 32) 128 ['Conv1[0][0]']
on)
Conv1_relu (ReLU) (None, 112, 112, 32) 0 ['bn_Conv1[0][0]']
expanded_conv_depthwise (D (None, 112, 112, 32) 288 ['Conv1_relu[0][0]']
epthwiseConv2D)
expanded_conv_depthwise_BN (None, 112, 112, 32) 128 ['expanded_conv_depthwise[0][0
(BatchNormalization) ]']
expanded_conv_depthwise_re (None, 112, 112, 32) 0 ['expanded_conv_depthwise_BN[0
lu (ReLU) ][0]']
expanded_conv_project (Con (None, 112, 112, 16) 512 ['expanded_conv_depthwise_relu
v2D) [0][0]']
expanded_conv_project_BN ( (None, 112, 112, 16) 64 ['expanded_conv_project[0][0]'
BatchNormalization) ]
block_1_expand (Conv2D) (None, 112, 112, 96) 1536 ['expanded_conv_project_BN[0][
0]']
block_1_expand_BN (BatchNo (None, 112, 112, 96) 384 ['block_1_expand[0][0]']
rmalization)
block_1_expand_relu (ReLU) (None, 112, 112, 96) 0 ['block_1_expand_BN[0][0]']
block_1_pad (ZeroPadding2D (None, 113, 113, 96) 0 ['block_1_expand_relu[0][0]']
)
block_1_depthwise (Depthwi (None, 56, 56, 96) 864 ['block_1_pad[0][0]']
seConv2D)
block_1_depthwise_BN (Batc (None, 56, 56, 96) 384 ['block_1_depthwise[0][0]']
hNormalization)
block_1_depthwise_relu (Re (None, 56, 56, 96) 0 ['block_1_depthwise_BN[0][0]']
LU)
block_1_project (Conv2D) (None, 56, 56, 24) 2304 ['block_1_depthwise_relu[0][0]
']
block_1_project_BN (BatchN (None, 56, 56, 24) 96 ['block_1_project[0][0]']
ormalization)
block_2_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_1_project_BN[0][0]']
block_2_expand_BN (BatchNo (None, 56, 56, 144) 576 ['block_2_expand[0][0]']
rmalization)
block_2_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_2_expand_BN[0][0]']
block_2_depthwise (Depthwi (None, 56, 56, 144) 1296 ['block_2_expand_relu[0][0]']
seConv2D)
block_2_depthwise_BN (Batc (None, 56, 56, 144) 576 ['block_2_depthwise[0][0]']
hNormalization)
block_2_depthwise_relu (Re (None, 56, 56, 144) 0 ['block_2_depthwise_BN[0][0]']
LU)
block_2_project (Conv2D) (None, 56, 56, 24) 3456 ['block_2_depthwise_relu[0][0]
']
block_2_project_BN (BatchN (None, 56, 56, 24) 96 ['block_2_project[0][0]']
ormalization)
block_2_add (Add) (None, 56, 56, 24) 0 ['block_1_project_BN[0][0]',
'block_2_project_BN[0][0]']
block_3_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_2_add[0][0]']
block_3_expand_BN (BatchNo (None, 56, 56, 144) 576 ['block_3_expand[0][0]']
rmalization)
block_3_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_3_expand_BN[0][0]']
block_3_pad (ZeroPadding2D (None, 57, 57, 144) 0 ['block_3_expand_relu[0][0]']
)
block_3_depthwise (Depthwi (None, 28, 28, 144) 1296 ['block_3_pad[0][0]']
seConv2D)
block_3_depthwise_BN (Batc (None, 28, 28, 144) 576 ['block_3_depthwise[0][0]']
hNormalization)
block_3_depthwise_relu (Re (None, 28, 28, 144) 0 ['block_3_depthwise_BN[0][0]']
LU)
block_3_project (Conv2D) (None, 28, 28, 32) 4608 ['block_3_depthwise_relu[0][0]
']
block_3_project_BN (BatchN (None, 28, 28, 32) 128 ['block_3_project[0][0]']
ormalization)
block_4_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_3_project_BN[0][0]']
block_4_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_4_expand[0][0]']
rmalization)
block_4_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_4_expand_BN[0][0]']
block_4_depthwise (Depthwi (None, 28, 28, 192) 1728 ['block_4_expand_relu[0][0]']
seConv2D)
block_4_depthwise_BN (Batc (None, 28, 28, 192) 768 ['block_4_depthwise[0][0]']
hNormalization)
block_4_depthwise_relu (Re (None, 28, 28, 192) 0 ['block_4_depthwise_BN[0][0]']
LU)
block_4_project (Conv2D) (None, 28, 28, 32) 6144 ['block_4_depthwise_relu[0][0]
']
block_4_project_BN (BatchN (None, 28, 28, 32) 128 ['block_4_project[0][0]']
ormalization)
block_4_add (Add) (None, 28, 28, 32) 0 ['block_3_project_BN[0][0]',
'block_4_project_BN[0][0]']
block_5_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_4_add[0][0]']
block_5_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_5_expand[0][0]']
rmalization)
block_5_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_5_expand_BN[0][0]']
block_5_depthwise (Depthwi (None, 28, 28, 192) 1728 ['block_5_expand_relu[0][0]']
seConv2D)
block_5_depthwise_BN (Batc (None, 28, 28, 192) 768 ['block_5_depthwise[0][0]']
hNormalization)
block_5_depthwise_relu (Re (None, 28, 28, 192) 0 ['block_5_depthwise_BN[0][0]']
LU)
block_5_project (Conv2D) (None, 28, 28, 32) 6144 ['block_5_depthwise_relu[0][0]
']
block_5_project_BN (BatchN (None, 28, 28, 32) 128 ['block_5_project[0][0]']
ormalization)
block_5_add (Add) (None, 28, 28, 32) 0 ['block_4_add[0][0]',
'block_5_project_BN[0][0]']
block_6_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_5_add[0][0]']
block_6_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_6_expand[0][0]']
rmalization)
block_6_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_6_expand_BN[0][0]']
block_6_pad (ZeroPadding2D (None, 29, 29, 192) 0 ['block_6_expand_relu[0][0]']
)
block_6_depthwise (Depthwi (None, 14, 14, 192) 1728 ['block_6_pad[0][0]']
seConv2D)
block_6_depthwise_BN (Batc (None, 14, 14, 192) 768 ['block_6_depthwise[0][0]']
hNormalization)
block_6_depthwise_relu (Re (None, 14, 14, 192) 0 ['block_6_depthwise_BN[0][0]']
LU)
block_6_project (Conv2D) (None, 14, 14, 64) 12288 ['block_6_depthwise_relu[0][0]
']
block_6_project_BN (BatchN (None, 14, 14, 64) 256 ['block_6_project[0][0]']
ormalization)
block_7_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_6_project_BN[0][0]']
block_7_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_7_expand[0][0]']
rmalization)
block_7_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_7_expand_BN[0][0]']
block_7_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_7_expand_relu[0][0]']
seConv2D)
block_7_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_7_depthwise[0][0]']
hNormalization)
block_7_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_7_depthwise_BN[0][0]']
LU)
block_7_project (Conv2D) (None, 14, 14, 64) 24576 ['block_7_depthwise_relu[0][0]
']
block_7_project_BN (BatchN (None, 14, 14, 64) 256 ['block_7_project[0][0]']
ormalization)
block_7_add (Add) (None, 14, 14, 64) 0 ['block_6_project_BN[0][0]',
'block_7_project_BN[0][0]']
block_8_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_7_add[0][0]']
block_8_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_8_expand[0][0]']
rmalization)
block_8_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_8_expand_BN[0][0]']
block_8_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_8_expand_relu[0][0]']
seConv2D)
block_8_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_8_depthwise[0][0]']
hNormalization)
block_8_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_8_depthwise_BN[0][0]']
LU)
block_8_project (Conv2D) (None, 14, 14, 64) 24576 ['block_8_depthwise_relu[0][0]
']
block_8_project_BN (BatchN (None, 14, 14, 64) 256 ['block_8_project[0][0]']
ormalization)
block_8_add (Add) (None, 14, 14, 64) 0 ['block_7_add[0][0]',
'block_8_project_BN[0][0]']
block_9_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_8_add[0][0]']
block_9_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_9_expand[0][0]']
rmalization)
block_9_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_9_expand_BN[0][0]']
block_9_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_9_expand_relu[0][0]']
seConv2D)
block_9_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_9_depthwise[0][0]']
hNormalization)
block_9_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_9_depthwise_BN[0][0]']
LU)
block_9_project (Conv2D) (None, 14, 14, 64) 24576 ['block_9_depthwise_relu[0][0]
']
block_9_project_BN (BatchN (None, 14, 14, 64) 256 ['block_9_project[0][0]']
ormalization)
block_9_add (Add) (None, 14, 14, 64) 0 ['block_8_add[0][0]',
'block_9_project_BN[0][0]']
block_10_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_9_add[0][0]']
block_10_expand_BN (BatchN (None, 14, 14, 384) 1536 ['block_10_expand[0][0]']
ormalization)
block_10_expand_relu (ReLU (None, 14, 14, 384) 0 ['block_10_expand_BN[0][0]']
)
block_10_depthwise (Depthw (None, 14, 14, 384) 3456 ['block_10_expand_relu[0][0]']
iseConv2D)
block_10_depthwise_BN (Bat (None, 14, 14, 384) 1536 ['block_10_depthwise[0][0]']
chNormalization)
block_10_depthwise_relu (R (None, 14, 14, 384) 0 ['block_10_depthwise_BN[0][0]'
eLU) ]
block_10_project (Conv2D) (None, 14, 14, 96) 36864 ['block_10_depthwise_relu[0][0
]']
block_10_project_BN (Batch (None, 14, 14, 96) 384 ['block_10_project[0][0]']
Normalization)
block_11_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_10_project_BN[0][0]']
block_11_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_11_expand[0][0]']
ormalization)
block_11_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_11_expand_BN[0][0]']
)
block_11_depthwise (Depthw (None, 14, 14, 576) 5184 ['block_11_expand_relu[0][0]']
iseConv2D)
block_11_depthwise_BN (Bat (None, 14, 14, 576) 2304 ['block_11_depthwise[0][0]']
chNormalization)
block_11_depthwise_relu (R (None, 14, 14, 576) 0 ['block_11_depthwise_BN[0][0]'
eLU) ]
block_11_project (Conv2D) (None, 14, 14, 96) 55296 ['block_11_depthwise_relu[0][0
]']
block_11_project_BN (Batch (None, 14, 14, 96) 384 ['block_11_project[0][0]']
Normalization)
block_11_add (Add) (None, 14, 14, 96) 0 ['block_10_project_BN[0][0]',
'block_11_project_BN[0][0]']
block_12_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_11_add[0][0]']
block_12_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_12_expand[0][0]']
ormalization)
block_12_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_12_expand_BN[0][0]']
)
block_12_depthwise (Depthw (None, 14, 14, 576) 5184 ['block_12_expand_relu[0][0]']
iseConv2D)
block_12_depthwise_BN (Bat (None, 14, 14, 576) 2304 ['block_12_depthwise[0][0]']
chNormalization)
block_12_depthwise_relu (R (None, 14, 14, 576) 0 ['block_12_depthwise_BN[0][0]'
eLU) ]
block_12_project (Conv2D) (None, 14, 14, 96) 55296 ['block_12_depthwise_relu[0][0
]']
block_12_project_BN (Batch (None, 14, 14, 96) 384 ['block_12_project[0][0]']
Normalization)
block_12_add (Add) (None, 14, 14, 96) 0 ['block_11_add[0][0]',
'block_12_project_BN[0][0]']
block_13_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_12_add[0][0]']
block_13_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_13_expand[0][0]']
ormalization)
block_13_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_13_expand_BN[0][0]']
)
block_13_pad (ZeroPadding2 (None, 15, 15, 576) 0 ['block_13_expand_relu[0][0]']
D)
block_13_depthwise (Depthw (None, 7, 7, 576) 5184 ['block_13_pad[0][0]']
iseConv2D)
block_13_depthwise_BN (Bat (None, 7, 7, 576) 2304 ['block_13_depthwise[0][0]']
chNormalization)
block_13_depthwise_relu (R (None, 7, 7, 576) 0 ['block_13_depthwise_BN[0][0]'
eLU) ]
block_13_project (Conv2D) (None, 7, 7, 160) 92160 ['block_13_depthwise_relu[0][0
]']
block_13_project_BN (Batch (None, 7, 7, 160) 640 ['block_13_project[0][0]']
Normalization)
block_14_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_13_project_BN[0][0]']
block_14_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_14_expand[0][0]']
ormalization)
block_14_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_14_expand_BN[0][0]']
)
block_14_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_14_expand_relu[0][0]']
iseConv2D)
block_14_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_14_depthwise[0][0]']
chNormalization)
block_14_depthwise_relu (R (None, 7, 7, 960) 0 ['block_14_depthwise_BN[0][0]'
eLU) ]
block_14_project (Conv2D) (None, 7, 7, 160) 153600 ['block_14_depthwise_relu[0][0
]']
block_14_project_BN (Batch (None, 7, 7, 160) 640 ['block_14_project[0][0]']
Normalization)
block_14_add (Add) (None, 7, 7, 160) 0 ['block_13_project_BN[0][0]',
'block_14_project_BN[0][0]']
block_15_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_14_add[0][0]']
block_15_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_15_expand[0][0]']
ormalization)
block_15_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_15_expand_BN[0][0]']
)
block_15_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_15_expand_relu[0][0]']
iseConv2D)
block_15_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_15_depthwise[0][0]']
chNormalization)
block_15_depthwise_relu (R (None, 7, 7, 960) 0 ['block_15_depthwise_BN[0][0]'
eLU) ]
block_15_project (Conv2D) (None, 7, 7, 160) 153600 ['block_15_depthwise_relu[0][0
]']
block_15_project_BN (Batch (None, 7, 7, 160) 640 ['block_15_project[0][0]']
Normalization)
block_15_add (Add) (None, 7, 7, 160) 0 ['block_14_add[0][0]',
'block_15_project_BN[0][0]']
block_16_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_15_add[0][0]']
block_16_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_16_expand[0][0]']
ormalization)
block_16_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_16_expand_BN[0][0]']
)
block_16_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_16_expand_relu[0][0]']
iseConv2D)
block_16_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_16_depthwise[0][0]']
chNormalization)
block_16_depthwise_relu (R (None, 7, 7, 960) 0 ['block_16_depthwise_BN[0][0]'
eLU) ]
block_16_project (Conv2D) (None, 7, 7, 320) 307200 ['block_16_depthwise_relu[0][0
]']
block_16_project_BN (Batch (None, 7, 7, 320) 1280 ['block_16_project[0][0]']
Normalization)
Conv_1 (Conv2D) (None, 7, 7, 1280) 409600 ['block_16_project_BN[0][0]']
Conv_1_bn (BatchNormalizat (None, 7, 7, 1280) 5120 ['Conv_1[0][0]']
ion)
out_relu (ReLU) (None, 7, 7, 1280) 0 ['Conv_1_bn[0][0]']
==================================================================================================
Total params: 2257984 (8.61 MB)
Trainable params: 2223872 (8.48 MB)
Non-trainable params: 34112 (133.25 KB)
__________________________________________________________________________________________________
#Freezing the pre-trained model's last layer for transfer learning
for model in base_models:
for layer in model.layers:
layer.trainable=False
base_models = [base_model_1, base_model_2, base_model_3, base_model_4, base_model_5, base_model_6]
custom_models = []
for idx, model in enumerate(base_models):
x = model.output
x = Flatten()(x)
x = Dense(1024, activation='relu')(x)
predictions = Dense(2, activation='softmax')(x)
custom_model = Model(inputs=model.input, outputs=predictions)
custom_models.append(custom_model)
print(f"Customized the model - {idx+1}")
Customized the model - 1 Customized the model - 2 Customized the model - 3 Customized the model - 4 Customized the model - 5 Customized the model - 6
# Looping through the Base models and printing the summaries
for idx, model in enumerate(custom_models):
print(f'Summary of Custom Model {idx +1}:')
model.summary()
Summary of Custom Model 1:
Model: "model"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) [(None, 224, 224, 3)] 0
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
flatten (Flatten) (None, 25088) 0
dense (Dense) (None, 1024) 25691136
dense_1 (Dense) (None, 2) 2050
=================================================================
Total params: 40407874 (154.14 MB)
Trainable params: 25693186 (98.01 MB)
Non-trainable params: 14714688 (56.13 MB)
_________________________________________________________________
Summary of Custom Model 2:
Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) [(None, 224, 224, 3)] 0
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
block3_conv4 (Conv2D) (None, 56, 56, 256) 590080
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
block4_conv4 (Conv2D) (None, 28, 28, 512) 2359808
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
block5_conv4 (Conv2D) (None, 14, 14, 512) 2359808
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
flatten_1 (Flatten) (None, 25088) 0
dense_2 (Dense) (None, 1024) 25691136
dense_3 (Dense) (None, 2) 2050
=================================================================
Total params: 45717570 (174.40 MB)
Trainable params: 25693186 (98.01 MB)
Non-trainable params: 20024384 (76.39 MB)
_________________________________________________________________
Summary of Custom Model 3:
Model: "model_2"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) [(None, 224, 224, 3)] 0 []
conv1_pad (ZeroPadding2D) (None, 230, 230, 3) 0 ['input_3[0][0]']
conv1_conv (Conv2D) (None, 112, 112, 64) 9472 ['conv1_pad[0][0]']
conv1_bn (BatchNormalizati (None, 112, 112, 64) 256 ['conv1_conv[0][0]']
on)
conv1_relu (Activation) (None, 112, 112, 64) 0 ['conv1_bn[0][0]']
pool1_pad (ZeroPadding2D) (None, 114, 114, 64) 0 ['conv1_relu[0][0]']
pool1_pool (MaxPooling2D) (None, 56, 56, 64) 0 ['pool1_pad[0][0]']
conv2_block1_1_conv (Conv2 (None, 56, 56, 64) 4160 ['pool1_pool[0][0]']
D)
conv2_block1_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block1_1_conv[0][0]']
rmalization)
conv2_block1_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_1_bn[0][0]']
ation)
conv2_block1_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block1_1_relu[0][0]']
D)
conv2_block1_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block1_2_conv[0][0]']
rmalization)
conv2_block1_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_2_bn[0][0]']
ation)
conv2_block1_0_conv (Conv2 (None, 56, 56, 256) 16640 ['pool1_pool[0][0]']
D)
conv2_block1_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block1_2_relu[0][0]']
D)
conv2_block1_0_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block1_0_conv[0][0]']
rmalization)
conv2_block1_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block1_3_conv[0][0]']
rmalization)
conv2_block1_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_0_bn[0][0]',
'conv2_block1_3_bn[0][0]']
conv2_block1_out (Activati (None, 56, 56, 256) 0 ['conv2_block1_add[0][0]']
on)
conv2_block2_1_conv (Conv2 (None, 56, 56, 64) 16448 ['conv2_block1_out[0][0]']
D)
conv2_block2_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block2_1_conv[0][0]']
rmalization)
conv2_block2_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block2_1_bn[0][0]']
ation)
conv2_block2_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block2_1_relu[0][0]']
D)
conv2_block2_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block2_2_conv[0][0]']
rmalization)
conv2_block2_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block2_2_bn[0][0]']
ation)
conv2_block2_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block2_2_relu[0][0]']
D)
conv2_block2_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block2_3_conv[0][0]']
rmalization)
conv2_block2_add (Add) (None, 56, 56, 256) 0 ['conv2_block1_out[0][0]',
'conv2_block2_3_bn[0][0]']
conv2_block2_out (Activati (None, 56, 56, 256) 0 ['conv2_block2_add[0][0]']
on)
conv2_block3_1_conv (Conv2 (None, 56, 56, 64) 16448 ['conv2_block2_out[0][0]']
D)
conv2_block3_1_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block3_1_conv[0][0]']
rmalization)
conv2_block3_1_relu (Activ (None, 56, 56, 64) 0 ['conv2_block3_1_bn[0][0]']
ation)
conv2_block3_2_conv (Conv2 (None, 56, 56, 64) 36928 ['conv2_block3_1_relu[0][0]']
D)
conv2_block3_2_bn (BatchNo (None, 56, 56, 64) 256 ['conv2_block3_2_conv[0][0]']
rmalization)
conv2_block3_2_relu (Activ (None, 56, 56, 64) 0 ['conv2_block3_2_bn[0][0]']
ation)
conv2_block3_3_conv (Conv2 (None, 56, 56, 256) 16640 ['conv2_block3_2_relu[0][0]']
D)
conv2_block3_3_bn (BatchNo (None, 56, 56, 256) 1024 ['conv2_block3_3_conv[0][0]']
rmalization)
conv2_block3_add (Add) (None, 56, 56, 256) 0 ['conv2_block2_out[0][0]',
'conv2_block3_3_bn[0][0]']
conv2_block3_out (Activati (None, 56, 56, 256) 0 ['conv2_block3_add[0][0]']
on)
conv3_block1_1_conv (Conv2 (None, 28, 28, 128) 32896 ['conv2_block3_out[0][0]']
D)
conv3_block1_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_1_conv[0][0]']
rmalization)
conv3_block1_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_1_bn[0][0]']
ation)
conv3_block1_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block1_1_relu[0][0]']
D)
conv3_block1_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_2_conv[0][0]']
rmalization)
conv3_block1_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_2_bn[0][0]']
ation)
conv3_block1_0_conv (Conv2 (None, 28, 28, 512) 131584 ['conv2_block3_out[0][0]']
D)
conv3_block1_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block1_2_relu[0][0]']
D)
conv3_block1_0_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block1_0_conv[0][0]']
rmalization)
conv3_block1_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block1_3_conv[0][0]']
rmalization)
conv3_block1_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_0_bn[0][0]',
'conv3_block1_3_bn[0][0]']
conv3_block1_out (Activati (None, 28, 28, 512) 0 ['conv3_block1_add[0][0]']
on)
conv3_block2_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block1_out[0][0]']
D)
conv3_block2_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_1_conv[0][0]']
rmalization)
conv3_block2_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_1_bn[0][0]']
ation)
conv3_block2_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block2_1_relu[0][0]']
D)
conv3_block2_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_2_conv[0][0]']
rmalization)
conv3_block2_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_2_bn[0][0]']
ation)
conv3_block2_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block2_2_relu[0][0]']
D)
conv3_block2_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block2_3_conv[0][0]']
rmalization)
conv3_block2_add (Add) (None, 28, 28, 512) 0 ['conv3_block1_out[0][0]',
'conv3_block2_3_bn[0][0]']
conv3_block2_out (Activati (None, 28, 28, 512) 0 ['conv3_block2_add[0][0]']
on)
conv3_block3_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block2_out[0][0]']
D)
conv3_block3_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_1_conv[0][0]']
rmalization)
conv3_block3_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_1_bn[0][0]']
ation)
conv3_block3_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block3_1_relu[0][0]']
D)
conv3_block3_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_2_conv[0][0]']
rmalization)
conv3_block3_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_2_bn[0][0]']
ation)
conv3_block3_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block3_2_relu[0][0]']
D)
conv3_block3_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block3_3_conv[0][0]']
rmalization)
conv3_block3_add (Add) (None, 28, 28, 512) 0 ['conv3_block2_out[0][0]',
'conv3_block3_3_bn[0][0]']
conv3_block3_out (Activati (None, 28, 28, 512) 0 ['conv3_block3_add[0][0]']
on)
conv3_block4_1_conv (Conv2 (None, 28, 28, 128) 65664 ['conv3_block3_out[0][0]']
D)
conv3_block4_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_1_conv[0][0]']
rmalization)
conv3_block4_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_1_bn[0][0]']
ation)
conv3_block4_2_conv (Conv2 (None, 28, 28, 128) 147584 ['conv3_block4_1_relu[0][0]']
D)
conv3_block4_2_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_2_conv[0][0]']
rmalization)
conv3_block4_2_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_2_bn[0][0]']
ation)
conv3_block4_3_conv (Conv2 (None, 28, 28, 512) 66048 ['conv3_block4_2_relu[0][0]']
D)
conv3_block4_3_bn (BatchNo (None, 28, 28, 512) 2048 ['conv3_block4_3_conv[0][0]']
rmalization)
conv3_block4_add (Add) (None, 28, 28, 512) 0 ['conv3_block3_out[0][0]',
'conv3_block4_3_bn[0][0]']
conv3_block4_out (Activati (None, 28, 28, 512) 0 ['conv3_block4_add[0][0]']
on)
conv4_block1_1_conv (Conv2 (None, 14, 14, 256) 131328 ['conv3_block4_out[0][0]']
D)
conv4_block1_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block1_1_conv[0][0]']
rmalization)
conv4_block1_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_1_bn[0][0]']
ation)
conv4_block1_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block1_1_relu[0][0]']
D)
conv4_block1_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block1_2_conv[0][0]']
rmalization)
conv4_block1_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_2_bn[0][0]']
ation)
conv4_block1_0_conv (Conv2 (None, 14, 14, 1024) 525312 ['conv3_block4_out[0][0]']
D)
conv4_block1_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block1_2_relu[0][0]']
D)
conv4_block1_0_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block1_0_conv[0][0]']
rmalization)
conv4_block1_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block1_3_conv[0][0]']
rmalization)
conv4_block1_add (Add) (None, 14, 14, 1024) 0 ['conv4_block1_0_bn[0][0]',
'conv4_block1_3_bn[0][0]']
conv4_block1_out (Activati (None, 14, 14, 1024) 0 ['conv4_block1_add[0][0]']
on)
conv4_block2_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block1_out[0][0]']
D)
conv4_block2_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block2_1_conv[0][0]']
rmalization)
conv4_block2_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block2_1_bn[0][0]']
ation)
conv4_block2_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block2_1_relu[0][0]']
D)
conv4_block2_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block2_2_conv[0][0]']
rmalization)
conv4_block2_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block2_2_bn[0][0]']
ation)
conv4_block2_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block2_2_relu[0][0]']
D)
conv4_block2_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block2_3_conv[0][0]']
rmalization)
conv4_block2_add (Add) (None, 14, 14, 1024) 0 ['conv4_block1_out[0][0]',
'conv4_block2_3_bn[0][0]']
conv4_block2_out (Activati (None, 14, 14, 1024) 0 ['conv4_block2_add[0][0]']
on)
conv4_block3_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block2_out[0][0]']
D)
conv4_block3_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block3_1_conv[0][0]']
rmalization)
conv4_block3_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block3_1_bn[0][0]']
ation)
conv4_block3_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block3_1_relu[0][0]']
D)
conv4_block3_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block3_2_conv[0][0]']
rmalization)
conv4_block3_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block3_2_bn[0][0]']
ation)
conv4_block3_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block3_2_relu[0][0]']
D)
conv4_block3_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block3_3_conv[0][0]']
rmalization)
conv4_block3_add (Add) (None, 14, 14, 1024) 0 ['conv4_block2_out[0][0]',
'conv4_block3_3_bn[0][0]']
conv4_block3_out (Activati (None, 14, 14, 1024) 0 ['conv4_block3_add[0][0]']
on)
conv4_block4_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block3_out[0][0]']
D)
conv4_block4_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block4_1_conv[0][0]']
rmalization)
conv4_block4_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block4_1_bn[0][0]']
ation)
conv4_block4_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block4_1_relu[0][0]']
D)
conv4_block4_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block4_2_conv[0][0]']
rmalization)
conv4_block4_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block4_2_bn[0][0]']
ation)
conv4_block4_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block4_2_relu[0][0]']
D)
conv4_block4_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block4_3_conv[0][0]']
rmalization)
conv4_block4_add (Add) (None, 14, 14, 1024) 0 ['conv4_block3_out[0][0]',
'conv4_block4_3_bn[0][0]']
conv4_block4_out (Activati (None, 14, 14, 1024) 0 ['conv4_block4_add[0][0]']
on)
conv4_block5_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block4_out[0][0]']
D)
conv4_block5_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block5_1_conv[0][0]']
rmalization)
conv4_block5_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block5_1_bn[0][0]']
ation)
conv4_block5_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block5_1_relu[0][0]']
D)
conv4_block5_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block5_2_conv[0][0]']
rmalization)
conv4_block5_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block5_2_bn[0][0]']
ation)
conv4_block5_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block5_2_relu[0][0]']
D)
conv4_block5_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block5_3_conv[0][0]']
rmalization)
conv4_block5_add (Add) (None, 14, 14, 1024) 0 ['conv4_block4_out[0][0]',
'conv4_block5_3_bn[0][0]']
conv4_block5_out (Activati (None, 14, 14, 1024) 0 ['conv4_block5_add[0][0]']
on)
conv4_block6_1_conv (Conv2 (None, 14, 14, 256) 262400 ['conv4_block5_out[0][0]']
D)
conv4_block6_1_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block6_1_conv[0][0]']
rmalization)
conv4_block6_1_relu (Activ (None, 14, 14, 256) 0 ['conv4_block6_1_bn[0][0]']
ation)
conv4_block6_2_conv (Conv2 (None, 14, 14, 256) 590080 ['conv4_block6_1_relu[0][0]']
D)
conv4_block6_2_bn (BatchNo (None, 14, 14, 256) 1024 ['conv4_block6_2_conv[0][0]']
rmalization)
conv4_block6_2_relu (Activ (None, 14, 14, 256) 0 ['conv4_block6_2_bn[0][0]']
ation)
conv4_block6_3_conv (Conv2 (None, 14, 14, 1024) 263168 ['conv4_block6_2_relu[0][0]']
D)
conv4_block6_3_bn (BatchNo (None, 14, 14, 1024) 4096 ['conv4_block6_3_conv[0][0]']
rmalization)
conv4_block6_add (Add) (None, 14, 14, 1024) 0 ['conv4_block5_out[0][0]',
'conv4_block6_3_bn[0][0]']
conv4_block6_out (Activati (None, 14, 14, 1024) 0 ['conv4_block6_add[0][0]']
on)
conv5_block1_1_conv (Conv2 (None, 7, 7, 512) 524800 ['conv4_block6_out[0][0]']
D)
conv5_block1_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block1_1_conv[0][0]']
rmalization)
conv5_block1_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_1_bn[0][0]']
ation)
conv5_block1_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block1_1_relu[0][0]']
D)
conv5_block1_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block1_2_conv[0][0]']
rmalization)
conv5_block1_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_2_bn[0][0]']
ation)
conv5_block1_0_conv (Conv2 (None, 7, 7, 2048) 2099200 ['conv4_block6_out[0][0]']
D)
conv5_block1_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block1_2_relu[0][0]']
D)
conv5_block1_0_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block1_0_conv[0][0]']
rmalization)
conv5_block1_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block1_3_conv[0][0]']
rmalization)
conv5_block1_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_0_bn[0][0]',
'conv5_block1_3_bn[0][0]']
conv5_block1_out (Activati (None, 7, 7, 2048) 0 ['conv5_block1_add[0][0]']
on)
conv5_block2_1_conv (Conv2 (None, 7, 7, 512) 1049088 ['conv5_block1_out[0][0]']
D)
conv5_block2_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block2_1_conv[0][0]']
rmalization)
conv5_block2_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block2_1_bn[0][0]']
ation)
conv5_block2_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block2_1_relu[0][0]']
D)
conv5_block2_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block2_2_conv[0][0]']
rmalization)
conv5_block2_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block2_2_bn[0][0]']
ation)
conv5_block2_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block2_2_relu[0][0]']
D)
conv5_block2_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block2_3_conv[0][0]']
rmalization)
conv5_block2_add (Add) (None, 7, 7, 2048) 0 ['conv5_block1_out[0][0]',
'conv5_block2_3_bn[0][0]']
conv5_block2_out (Activati (None, 7, 7, 2048) 0 ['conv5_block2_add[0][0]']
on)
conv5_block3_1_conv (Conv2 (None, 7, 7, 512) 1049088 ['conv5_block2_out[0][0]']
D)
conv5_block3_1_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block3_1_conv[0][0]']
rmalization)
conv5_block3_1_relu (Activ (None, 7, 7, 512) 0 ['conv5_block3_1_bn[0][0]']
ation)
conv5_block3_2_conv (Conv2 (None, 7, 7, 512) 2359808 ['conv5_block3_1_relu[0][0]']
D)
conv5_block3_2_bn (BatchNo (None, 7, 7, 512) 2048 ['conv5_block3_2_conv[0][0]']
rmalization)
conv5_block3_2_relu (Activ (None, 7, 7, 512) 0 ['conv5_block3_2_bn[0][0]']
ation)
conv5_block3_3_conv (Conv2 (None, 7, 7, 2048) 1050624 ['conv5_block3_2_relu[0][0]']
D)
conv5_block3_3_bn (BatchNo (None, 7, 7, 2048) 8192 ['conv5_block3_3_conv[0][0]']
rmalization)
conv5_block3_add (Add) (None, 7, 7, 2048) 0 ['conv5_block2_out[0][0]',
'conv5_block3_3_bn[0][0]']
conv5_block3_out (Activati (None, 7, 7, 2048) 0 ['conv5_block3_add[0][0]']
on)
flatten_2 (Flatten) (None, 100352) 0 ['conv5_block3_out[0][0]']
dense_4 (Dense) (None, 1024) 1027614 ['flatten_2[0][0]']
72
dense_5 (Dense) (None, 2) 2050 ['dense_4[0][0]']
==================================================================================================
Total params: 126351234 (481.99 MB)
Trainable params: 102763522 (392.01 MB)
Non-trainable params: 23587712 (89.98 MB)
__________________________________________________________________________________________________
Summary of Custom Model 4:
Model: "model_3"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_4 (InputLayer) [(None, 224, 224, 3)] 0 []
conv2d (Conv2D) (None, 111, 111, 32) 864 ['input_4[0][0]']
batch_normalization (Batch (None, 111, 111, 32) 96 ['conv2d[0][0]']
Normalization)
activation (Activation) (None, 111, 111, 32) 0 ['batch_normalization[0][0]']
conv2d_1 (Conv2D) (None, 109, 109, 32) 9216 ['activation[0][0]']
batch_normalization_1 (Bat (None, 109, 109, 32) 96 ['conv2d_1[0][0]']
chNormalization)
activation_1 (Activation) (None, 109, 109, 32) 0 ['batch_normalization_1[0][0]'
]
conv2d_2 (Conv2D) (None, 109, 109, 64) 18432 ['activation_1[0][0]']
batch_normalization_2 (Bat (None, 109, 109, 64) 192 ['conv2d_2[0][0]']
chNormalization)
activation_2 (Activation) (None, 109, 109, 64) 0 ['batch_normalization_2[0][0]'
]
max_pooling2d (MaxPooling2 (None, 54, 54, 64) 0 ['activation_2[0][0]']
D)
conv2d_3 (Conv2D) (None, 54, 54, 80) 5120 ['max_pooling2d[0][0]']
batch_normalization_3 (Bat (None, 54, 54, 80) 240 ['conv2d_3[0][0]']
chNormalization)
activation_3 (Activation) (None, 54, 54, 80) 0 ['batch_normalization_3[0][0]'
]
conv2d_4 (Conv2D) (None, 52, 52, 192) 138240 ['activation_3[0][0]']
batch_normalization_4 (Bat (None, 52, 52, 192) 576 ['conv2d_4[0][0]']
chNormalization)
activation_4 (Activation) (None, 52, 52, 192) 0 ['batch_normalization_4[0][0]'
]
max_pooling2d_1 (MaxPoolin (None, 25, 25, 192) 0 ['activation_4[0][0]']
g2D)
conv2d_8 (Conv2D) (None, 25, 25, 64) 12288 ['max_pooling2d_1[0][0]']
batch_normalization_8 (Bat (None, 25, 25, 64) 192 ['conv2d_8[0][0]']
chNormalization)
activation_8 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_8[0][0]'
]
conv2d_6 (Conv2D) (None, 25, 25, 48) 9216 ['max_pooling2d_1[0][0]']
conv2d_9 (Conv2D) (None, 25, 25, 96) 55296 ['activation_8[0][0]']
batch_normalization_6 (Bat (None, 25, 25, 48) 144 ['conv2d_6[0][0]']
chNormalization)
batch_normalization_9 (Bat (None, 25, 25, 96) 288 ['conv2d_9[0][0]']
chNormalization)
activation_6 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_6[0][0]'
]
activation_9 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_9[0][0]'
]
average_pooling2d (Average (None, 25, 25, 192) 0 ['max_pooling2d_1[0][0]']
Pooling2D)
conv2d_5 (Conv2D) (None, 25, 25, 64) 12288 ['max_pooling2d_1[0][0]']
conv2d_7 (Conv2D) (None, 25, 25, 64) 76800 ['activation_6[0][0]']
conv2d_10 (Conv2D) (None, 25, 25, 96) 82944 ['activation_9[0][0]']
conv2d_11 (Conv2D) (None, 25, 25, 32) 6144 ['average_pooling2d[0][0]']
batch_normalization_5 (Bat (None, 25, 25, 64) 192 ['conv2d_5[0][0]']
chNormalization)
batch_normalization_7 (Bat (None, 25, 25, 64) 192 ['conv2d_7[0][0]']
chNormalization)
batch_normalization_10 (Ba (None, 25, 25, 96) 288 ['conv2d_10[0][0]']
tchNormalization)
batch_normalization_11 (Ba (None, 25, 25, 32) 96 ['conv2d_11[0][0]']
tchNormalization)
activation_5 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_5[0][0]'
]
activation_7 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_7[0][0]'
]
activation_10 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_10[0][0]
']
activation_11 (Activation) (None, 25, 25, 32) 0 ['batch_normalization_11[0][0]
']
mixed0 (Concatenate) (None, 25, 25, 256) 0 ['activation_5[0][0]',
'activation_7[0][0]',
'activation_10[0][0]',
'activation_11[0][0]']
conv2d_15 (Conv2D) (None, 25, 25, 64) 16384 ['mixed0[0][0]']
batch_normalization_15 (Ba (None, 25, 25, 64) 192 ['conv2d_15[0][0]']
tchNormalization)
activation_15 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_15[0][0]
']
conv2d_13 (Conv2D) (None, 25, 25, 48) 12288 ['mixed0[0][0]']
conv2d_16 (Conv2D) (None, 25, 25, 96) 55296 ['activation_15[0][0]']
batch_normalization_13 (Ba (None, 25, 25, 48) 144 ['conv2d_13[0][0]']
tchNormalization)
batch_normalization_16 (Ba (None, 25, 25, 96) 288 ['conv2d_16[0][0]']
tchNormalization)
activation_13 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_13[0][0]
']
activation_16 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_16[0][0]
']
average_pooling2d_1 (Avera (None, 25, 25, 256) 0 ['mixed0[0][0]']
gePooling2D)
conv2d_12 (Conv2D) (None, 25, 25, 64) 16384 ['mixed0[0][0]']
conv2d_14 (Conv2D) (None, 25, 25, 64) 76800 ['activation_13[0][0]']
conv2d_17 (Conv2D) (None, 25, 25, 96) 82944 ['activation_16[0][0]']
conv2d_18 (Conv2D) (None, 25, 25, 64) 16384 ['average_pooling2d_1[0][0]']
batch_normalization_12 (Ba (None, 25, 25, 64) 192 ['conv2d_12[0][0]']
tchNormalization)
batch_normalization_14 (Ba (None, 25, 25, 64) 192 ['conv2d_14[0][0]']
tchNormalization)
batch_normalization_17 (Ba (None, 25, 25, 96) 288 ['conv2d_17[0][0]']
tchNormalization)
batch_normalization_18 (Ba (None, 25, 25, 64) 192 ['conv2d_18[0][0]']
tchNormalization)
activation_12 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_12[0][0]
']
activation_14 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_14[0][0]
']
activation_17 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_17[0][0]
']
activation_18 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_18[0][0]
']
mixed1 (Concatenate) (None, 25, 25, 288) 0 ['activation_12[0][0]',
'activation_14[0][0]',
'activation_17[0][0]',
'activation_18[0][0]']
conv2d_22 (Conv2D) (None, 25, 25, 64) 18432 ['mixed1[0][0]']
batch_normalization_22 (Ba (None, 25, 25, 64) 192 ['conv2d_22[0][0]']
tchNormalization)
activation_22 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_22[0][0]
']
conv2d_20 (Conv2D) (None, 25, 25, 48) 13824 ['mixed1[0][0]']
conv2d_23 (Conv2D) (None, 25, 25, 96) 55296 ['activation_22[0][0]']
batch_normalization_20 (Ba (None, 25, 25, 48) 144 ['conv2d_20[0][0]']
tchNormalization)
batch_normalization_23 (Ba (None, 25, 25, 96) 288 ['conv2d_23[0][0]']
tchNormalization)
activation_20 (Activation) (None, 25, 25, 48) 0 ['batch_normalization_20[0][0]
']
activation_23 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_23[0][0]
']
average_pooling2d_2 (Avera (None, 25, 25, 288) 0 ['mixed1[0][0]']
gePooling2D)
conv2d_19 (Conv2D) (None, 25, 25, 64) 18432 ['mixed1[0][0]']
conv2d_21 (Conv2D) (None, 25, 25, 64) 76800 ['activation_20[0][0]']
conv2d_24 (Conv2D) (None, 25, 25, 96) 82944 ['activation_23[0][0]']
conv2d_25 (Conv2D) (None, 25, 25, 64) 18432 ['average_pooling2d_2[0][0]']
batch_normalization_19 (Ba (None, 25, 25, 64) 192 ['conv2d_19[0][0]']
tchNormalization)
batch_normalization_21 (Ba (None, 25, 25, 64) 192 ['conv2d_21[0][0]']
tchNormalization)
batch_normalization_24 (Ba (None, 25, 25, 96) 288 ['conv2d_24[0][0]']
tchNormalization)
batch_normalization_25 (Ba (None, 25, 25, 64) 192 ['conv2d_25[0][0]']
tchNormalization)
activation_19 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_19[0][0]
']
activation_21 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_21[0][0]
']
activation_24 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_24[0][0]
']
activation_25 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_25[0][0]
']
mixed2 (Concatenate) (None, 25, 25, 288) 0 ['activation_19[0][0]',
'activation_21[0][0]',
'activation_24[0][0]',
'activation_25[0][0]']
conv2d_27 (Conv2D) (None, 25, 25, 64) 18432 ['mixed2[0][0]']
batch_normalization_27 (Ba (None, 25, 25, 64) 192 ['conv2d_27[0][0]']
tchNormalization)
activation_27 (Activation) (None, 25, 25, 64) 0 ['batch_normalization_27[0][0]
']
conv2d_28 (Conv2D) (None, 25, 25, 96) 55296 ['activation_27[0][0]']
batch_normalization_28 (Ba (None, 25, 25, 96) 288 ['conv2d_28[0][0]']
tchNormalization)
activation_28 (Activation) (None, 25, 25, 96) 0 ['batch_normalization_28[0][0]
']
conv2d_26 (Conv2D) (None, 12, 12, 384) 995328 ['mixed2[0][0]']
conv2d_29 (Conv2D) (None, 12, 12, 96) 82944 ['activation_28[0][0]']
batch_normalization_26 (Ba (None, 12, 12, 384) 1152 ['conv2d_26[0][0]']
tchNormalization)
batch_normalization_29 (Ba (None, 12, 12, 96) 288 ['conv2d_29[0][0]']
tchNormalization)
activation_26 (Activation) (None, 12, 12, 384) 0 ['batch_normalization_26[0][0]
']
activation_29 (Activation) (None, 12, 12, 96) 0 ['batch_normalization_29[0][0]
']
max_pooling2d_2 (MaxPoolin (None, 12, 12, 288) 0 ['mixed2[0][0]']
g2D)
mixed3 (Concatenate) (None, 12, 12, 768) 0 ['activation_26[0][0]',
'activation_29[0][0]',
'max_pooling2d_2[0][0]']
conv2d_34 (Conv2D) (None, 12, 12, 128) 98304 ['mixed3[0][0]']
batch_normalization_34 (Ba (None, 12, 12, 128) 384 ['conv2d_34[0][0]']
tchNormalization)
activation_34 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_34[0][0]
']
conv2d_35 (Conv2D) (None, 12, 12, 128) 114688 ['activation_34[0][0]']
batch_normalization_35 (Ba (None, 12, 12, 128) 384 ['conv2d_35[0][0]']
tchNormalization)
activation_35 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_35[0][0]
']
conv2d_31 (Conv2D) (None, 12, 12, 128) 98304 ['mixed3[0][0]']
conv2d_36 (Conv2D) (None, 12, 12, 128) 114688 ['activation_35[0][0]']
batch_normalization_31 (Ba (None, 12, 12, 128) 384 ['conv2d_31[0][0]']
tchNormalization)
batch_normalization_36 (Ba (None, 12, 12, 128) 384 ['conv2d_36[0][0]']
tchNormalization)
activation_31 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_31[0][0]
']
activation_36 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_36[0][0]
']
conv2d_32 (Conv2D) (None, 12, 12, 128) 114688 ['activation_31[0][0]']
conv2d_37 (Conv2D) (None, 12, 12, 128) 114688 ['activation_36[0][0]']
batch_normalization_32 (Ba (None, 12, 12, 128) 384 ['conv2d_32[0][0]']
tchNormalization)
batch_normalization_37 (Ba (None, 12, 12, 128) 384 ['conv2d_37[0][0]']
tchNormalization)
activation_32 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_32[0][0]
']
activation_37 (Activation) (None, 12, 12, 128) 0 ['batch_normalization_37[0][0]
']
average_pooling2d_3 (Avera (None, 12, 12, 768) 0 ['mixed3[0][0]']
gePooling2D)
conv2d_30 (Conv2D) (None, 12, 12, 192) 147456 ['mixed3[0][0]']
conv2d_33 (Conv2D) (None, 12, 12, 192) 172032 ['activation_32[0][0]']
conv2d_38 (Conv2D) (None, 12, 12, 192) 172032 ['activation_37[0][0]']
conv2d_39 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_3[0][0]']
batch_normalization_30 (Ba (None, 12, 12, 192) 576 ['conv2d_30[0][0]']
tchNormalization)
batch_normalization_33 (Ba (None, 12, 12, 192) 576 ['conv2d_33[0][0]']
tchNormalization)
batch_normalization_38 (Ba (None, 12, 12, 192) 576 ['conv2d_38[0][0]']
tchNormalization)
batch_normalization_39 (Ba (None, 12, 12, 192) 576 ['conv2d_39[0][0]']
tchNormalization)
activation_30 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_30[0][0]
']
activation_33 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_33[0][0]
']
activation_38 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_38[0][0]
']
activation_39 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_39[0][0]
']
mixed4 (Concatenate) (None, 12, 12, 768) 0 ['activation_30[0][0]',
'activation_33[0][0]',
'activation_38[0][0]',
'activation_39[0][0]']
conv2d_44 (Conv2D) (None, 12, 12, 160) 122880 ['mixed4[0][0]']
batch_normalization_44 (Ba (None, 12, 12, 160) 480 ['conv2d_44[0][0]']
tchNormalization)
activation_44 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_44[0][0]
']
conv2d_45 (Conv2D) (None, 12, 12, 160) 179200 ['activation_44[0][0]']
batch_normalization_45 (Ba (None, 12, 12, 160) 480 ['conv2d_45[0][0]']
tchNormalization)
activation_45 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_45[0][0]
']
conv2d_41 (Conv2D) (None, 12, 12, 160) 122880 ['mixed4[0][0]']
conv2d_46 (Conv2D) (None, 12, 12, 160) 179200 ['activation_45[0][0]']
batch_normalization_41 (Ba (None, 12, 12, 160) 480 ['conv2d_41[0][0]']
tchNormalization)
batch_normalization_46 (Ba (None, 12, 12, 160) 480 ['conv2d_46[0][0]']
tchNormalization)
activation_41 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_41[0][0]
']
activation_46 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_46[0][0]
']
conv2d_42 (Conv2D) (None, 12, 12, 160) 179200 ['activation_41[0][0]']
conv2d_47 (Conv2D) (None, 12, 12, 160) 179200 ['activation_46[0][0]']
batch_normalization_42 (Ba (None, 12, 12, 160) 480 ['conv2d_42[0][0]']
tchNormalization)
batch_normalization_47 (Ba (None, 12, 12, 160) 480 ['conv2d_47[0][0]']
tchNormalization)
activation_42 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_42[0][0]
']
activation_47 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_47[0][0]
']
average_pooling2d_4 (Avera (None, 12, 12, 768) 0 ['mixed4[0][0]']
gePooling2D)
conv2d_40 (Conv2D) (None, 12, 12, 192) 147456 ['mixed4[0][0]']
conv2d_43 (Conv2D) (None, 12, 12, 192) 215040 ['activation_42[0][0]']
conv2d_48 (Conv2D) (None, 12, 12, 192) 215040 ['activation_47[0][0]']
conv2d_49 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_4[0][0]']
batch_normalization_40 (Ba (None, 12, 12, 192) 576 ['conv2d_40[0][0]']
tchNormalization)
batch_normalization_43 (Ba (None, 12, 12, 192) 576 ['conv2d_43[0][0]']
tchNormalization)
batch_normalization_48 (Ba (None, 12, 12, 192) 576 ['conv2d_48[0][0]']
tchNormalization)
batch_normalization_49 (Ba (None, 12, 12, 192) 576 ['conv2d_49[0][0]']
tchNormalization)
activation_40 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_40[0][0]
']
activation_43 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_43[0][0]
']
activation_48 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_48[0][0]
']
activation_49 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_49[0][0]
']
mixed5 (Concatenate) (None, 12, 12, 768) 0 ['activation_40[0][0]',
'activation_43[0][0]',
'activation_48[0][0]',
'activation_49[0][0]']
conv2d_54 (Conv2D) (None, 12, 12, 160) 122880 ['mixed5[0][0]']
batch_normalization_54 (Ba (None, 12, 12, 160) 480 ['conv2d_54[0][0]']
tchNormalization)
activation_54 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_54[0][0]
']
conv2d_55 (Conv2D) (None, 12, 12, 160) 179200 ['activation_54[0][0]']
batch_normalization_55 (Ba (None, 12, 12, 160) 480 ['conv2d_55[0][0]']
tchNormalization)
activation_55 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_55[0][0]
']
conv2d_51 (Conv2D) (None, 12, 12, 160) 122880 ['mixed5[0][0]']
conv2d_56 (Conv2D) (None, 12, 12, 160) 179200 ['activation_55[0][0]']
batch_normalization_51 (Ba (None, 12, 12, 160) 480 ['conv2d_51[0][0]']
tchNormalization)
batch_normalization_56 (Ba (None, 12, 12, 160) 480 ['conv2d_56[0][0]']
tchNormalization)
activation_51 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_51[0][0]
']
activation_56 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_56[0][0]
']
conv2d_52 (Conv2D) (None, 12, 12, 160) 179200 ['activation_51[0][0]']
conv2d_57 (Conv2D) (None, 12, 12, 160) 179200 ['activation_56[0][0]']
batch_normalization_52 (Ba (None, 12, 12, 160) 480 ['conv2d_52[0][0]']
tchNormalization)
batch_normalization_57 (Ba (None, 12, 12, 160) 480 ['conv2d_57[0][0]']
tchNormalization)
activation_52 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_52[0][0]
']
activation_57 (Activation) (None, 12, 12, 160) 0 ['batch_normalization_57[0][0]
']
average_pooling2d_5 (Avera (None, 12, 12, 768) 0 ['mixed5[0][0]']
gePooling2D)
conv2d_50 (Conv2D) (None, 12, 12, 192) 147456 ['mixed5[0][0]']
conv2d_53 (Conv2D) (None, 12, 12, 192) 215040 ['activation_52[0][0]']
conv2d_58 (Conv2D) (None, 12, 12, 192) 215040 ['activation_57[0][0]']
conv2d_59 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_5[0][0]']
batch_normalization_50 (Ba (None, 12, 12, 192) 576 ['conv2d_50[0][0]']
tchNormalization)
batch_normalization_53 (Ba (None, 12, 12, 192) 576 ['conv2d_53[0][0]']
tchNormalization)
batch_normalization_58 (Ba (None, 12, 12, 192) 576 ['conv2d_58[0][0]']
tchNormalization)
batch_normalization_59 (Ba (None, 12, 12, 192) 576 ['conv2d_59[0][0]']
tchNormalization)
activation_50 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_50[0][0]
']
activation_53 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_53[0][0]
']
activation_58 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_58[0][0]
']
activation_59 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_59[0][0]
']
mixed6 (Concatenate) (None, 12, 12, 768) 0 ['activation_50[0][0]',
'activation_53[0][0]',
'activation_58[0][0]',
'activation_59[0][0]']
conv2d_64 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
batch_normalization_64 (Ba (None, 12, 12, 192) 576 ['conv2d_64[0][0]']
tchNormalization)
activation_64 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_64[0][0]
']
conv2d_65 (Conv2D) (None, 12, 12, 192) 258048 ['activation_64[0][0]']
batch_normalization_65 (Ba (None, 12, 12, 192) 576 ['conv2d_65[0][0]']
tchNormalization)
activation_65 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_65[0][0]
']
conv2d_61 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
conv2d_66 (Conv2D) (None, 12, 12, 192) 258048 ['activation_65[0][0]']
batch_normalization_61 (Ba (None, 12, 12, 192) 576 ['conv2d_61[0][0]']
tchNormalization)
batch_normalization_66 (Ba (None, 12, 12, 192) 576 ['conv2d_66[0][0]']
tchNormalization)
activation_61 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_61[0][0]
']
activation_66 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_66[0][0]
']
conv2d_62 (Conv2D) (None, 12, 12, 192) 258048 ['activation_61[0][0]']
conv2d_67 (Conv2D) (None, 12, 12, 192) 258048 ['activation_66[0][0]']
batch_normalization_62 (Ba (None, 12, 12, 192) 576 ['conv2d_62[0][0]']
tchNormalization)
batch_normalization_67 (Ba (None, 12, 12, 192) 576 ['conv2d_67[0][0]']
tchNormalization)
activation_62 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_62[0][0]
']
activation_67 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_67[0][0]
']
average_pooling2d_6 (Avera (None, 12, 12, 768) 0 ['mixed6[0][0]']
gePooling2D)
conv2d_60 (Conv2D) (None, 12, 12, 192) 147456 ['mixed6[0][0]']
conv2d_63 (Conv2D) (None, 12, 12, 192) 258048 ['activation_62[0][0]']
conv2d_68 (Conv2D) (None, 12, 12, 192) 258048 ['activation_67[0][0]']
conv2d_69 (Conv2D) (None, 12, 12, 192) 147456 ['average_pooling2d_6[0][0]']
batch_normalization_60 (Ba (None, 12, 12, 192) 576 ['conv2d_60[0][0]']
tchNormalization)
batch_normalization_63 (Ba (None, 12, 12, 192) 576 ['conv2d_63[0][0]']
tchNormalization)
batch_normalization_68 (Ba (None, 12, 12, 192) 576 ['conv2d_68[0][0]']
tchNormalization)
batch_normalization_69 (Ba (None, 12, 12, 192) 576 ['conv2d_69[0][0]']
tchNormalization)
activation_60 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_60[0][0]
']
activation_63 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_63[0][0]
']
activation_68 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_68[0][0]
']
activation_69 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_69[0][0]
']
mixed7 (Concatenate) (None, 12, 12, 768) 0 ['activation_60[0][0]',
'activation_63[0][0]',
'activation_68[0][0]',
'activation_69[0][0]']
conv2d_72 (Conv2D) (None, 12, 12, 192) 147456 ['mixed7[0][0]']
batch_normalization_72 (Ba (None, 12, 12, 192) 576 ['conv2d_72[0][0]']
tchNormalization)
activation_72 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_72[0][0]
']
conv2d_73 (Conv2D) (None, 12, 12, 192) 258048 ['activation_72[0][0]']
batch_normalization_73 (Ba (None, 12, 12, 192) 576 ['conv2d_73[0][0]']
tchNormalization)
activation_73 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_73[0][0]
']
conv2d_70 (Conv2D) (None, 12, 12, 192) 147456 ['mixed7[0][0]']
conv2d_74 (Conv2D) (None, 12, 12, 192) 258048 ['activation_73[0][0]']
batch_normalization_70 (Ba (None, 12, 12, 192) 576 ['conv2d_70[0][0]']
tchNormalization)
batch_normalization_74 (Ba (None, 12, 12, 192) 576 ['conv2d_74[0][0]']
tchNormalization)
activation_70 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_70[0][0]
']
activation_74 (Activation) (None, 12, 12, 192) 0 ['batch_normalization_74[0][0]
']
conv2d_71 (Conv2D) (None, 5, 5, 320) 552960 ['activation_70[0][0]']
conv2d_75 (Conv2D) (None, 5, 5, 192) 331776 ['activation_74[0][0]']
batch_normalization_71 (Ba (None, 5, 5, 320) 960 ['conv2d_71[0][0]']
tchNormalization)
batch_normalization_75 (Ba (None, 5, 5, 192) 576 ['conv2d_75[0][0]']
tchNormalization)
activation_71 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_71[0][0]
']
activation_75 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_75[0][0]
']
max_pooling2d_3 (MaxPoolin (None, 5, 5, 768) 0 ['mixed7[0][0]']
g2D)
mixed8 (Concatenate) (None, 5, 5, 1280) 0 ['activation_71[0][0]',
'activation_75[0][0]',
'max_pooling2d_3[0][0]']
conv2d_80 (Conv2D) (None, 5, 5, 448) 573440 ['mixed8[0][0]']
batch_normalization_80 (Ba (None, 5, 5, 448) 1344 ['conv2d_80[0][0]']
tchNormalization)
activation_80 (Activation) (None, 5, 5, 448) 0 ['batch_normalization_80[0][0]
']
conv2d_77 (Conv2D) (None, 5, 5, 384) 491520 ['mixed8[0][0]']
conv2d_81 (Conv2D) (None, 5, 5, 384) 1548288 ['activation_80[0][0]']
batch_normalization_77 (Ba (None, 5, 5, 384) 1152 ['conv2d_77[0][0]']
tchNormalization)
batch_normalization_81 (Ba (None, 5, 5, 384) 1152 ['conv2d_81[0][0]']
tchNormalization)
activation_77 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_77[0][0]
']
activation_81 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_81[0][0]
']
conv2d_78 (Conv2D) (None, 5, 5, 384) 442368 ['activation_77[0][0]']
conv2d_79 (Conv2D) (None, 5, 5, 384) 442368 ['activation_77[0][0]']
conv2d_82 (Conv2D) (None, 5, 5, 384) 442368 ['activation_81[0][0]']
conv2d_83 (Conv2D) (None, 5, 5, 384) 442368 ['activation_81[0][0]']
average_pooling2d_7 (Avera (None, 5, 5, 1280) 0 ['mixed8[0][0]']
gePooling2D)
conv2d_76 (Conv2D) (None, 5, 5, 320) 409600 ['mixed8[0][0]']
batch_normalization_78 (Ba (None, 5, 5, 384) 1152 ['conv2d_78[0][0]']
tchNormalization)
batch_normalization_79 (Ba (None, 5, 5, 384) 1152 ['conv2d_79[0][0]']
tchNormalization)
batch_normalization_82 (Ba (None, 5, 5, 384) 1152 ['conv2d_82[0][0]']
tchNormalization)
batch_normalization_83 (Ba (None, 5, 5, 384) 1152 ['conv2d_83[0][0]']
tchNormalization)
conv2d_84 (Conv2D) (None, 5, 5, 192) 245760 ['average_pooling2d_7[0][0]']
batch_normalization_76 (Ba (None, 5, 5, 320) 960 ['conv2d_76[0][0]']
tchNormalization)
activation_78 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_78[0][0]
']
activation_79 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_79[0][0]
']
activation_82 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_82[0][0]
']
activation_83 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_83[0][0]
']
batch_normalization_84 (Ba (None, 5, 5, 192) 576 ['conv2d_84[0][0]']
tchNormalization)
activation_76 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_76[0][0]
']
mixed9_0 (Concatenate) (None, 5, 5, 768) 0 ['activation_78[0][0]',
'activation_79[0][0]']
concatenate (Concatenate) (None, 5, 5, 768) 0 ['activation_82[0][0]',
'activation_83[0][0]']
activation_84 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_84[0][0]
']
mixed9 (Concatenate) (None, 5, 5, 2048) 0 ['activation_76[0][0]',
'mixed9_0[0][0]',
'concatenate[0][0]',
'activation_84[0][0]']
conv2d_89 (Conv2D) (None, 5, 5, 448) 917504 ['mixed9[0][0]']
batch_normalization_89 (Ba (None, 5, 5, 448) 1344 ['conv2d_89[0][0]']
tchNormalization)
activation_89 (Activation) (None, 5, 5, 448) 0 ['batch_normalization_89[0][0]
']
conv2d_86 (Conv2D) (None, 5, 5, 384) 786432 ['mixed9[0][0]']
conv2d_90 (Conv2D) (None, 5, 5, 384) 1548288 ['activation_89[0][0]']
batch_normalization_86 (Ba (None, 5, 5, 384) 1152 ['conv2d_86[0][0]']
tchNormalization)
batch_normalization_90 (Ba (None, 5, 5, 384) 1152 ['conv2d_90[0][0]']
tchNormalization)
activation_86 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_86[0][0]
']
activation_90 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_90[0][0]
']
conv2d_87 (Conv2D) (None, 5, 5, 384) 442368 ['activation_86[0][0]']
conv2d_88 (Conv2D) (None, 5, 5, 384) 442368 ['activation_86[0][0]']
conv2d_91 (Conv2D) (None, 5, 5, 384) 442368 ['activation_90[0][0]']
conv2d_92 (Conv2D) (None, 5, 5, 384) 442368 ['activation_90[0][0]']
average_pooling2d_8 (Avera (None, 5, 5, 2048) 0 ['mixed9[0][0]']
gePooling2D)
conv2d_85 (Conv2D) (None, 5, 5, 320) 655360 ['mixed9[0][0]']
batch_normalization_87 (Ba (None, 5, 5, 384) 1152 ['conv2d_87[0][0]']
tchNormalization)
batch_normalization_88 (Ba (None, 5, 5, 384) 1152 ['conv2d_88[0][0]']
tchNormalization)
batch_normalization_91 (Ba (None, 5, 5, 384) 1152 ['conv2d_91[0][0]']
tchNormalization)
batch_normalization_92 (Ba (None, 5, 5, 384) 1152 ['conv2d_92[0][0]']
tchNormalization)
conv2d_93 (Conv2D) (None, 5, 5, 192) 393216 ['average_pooling2d_8[0][0]']
batch_normalization_85 (Ba (None, 5, 5, 320) 960 ['conv2d_85[0][0]']
tchNormalization)
activation_87 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_87[0][0]
']
activation_88 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_88[0][0]
']
activation_91 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_91[0][0]
']
activation_92 (Activation) (None, 5, 5, 384) 0 ['batch_normalization_92[0][0]
']
batch_normalization_93 (Ba (None, 5, 5, 192) 576 ['conv2d_93[0][0]']
tchNormalization)
activation_85 (Activation) (None, 5, 5, 320) 0 ['batch_normalization_85[0][0]
']
mixed9_1 (Concatenate) (None, 5, 5, 768) 0 ['activation_87[0][0]',
'activation_88[0][0]']
concatenate_1 (Concatenate (None, 5, 5, 768) 0 ['activation_91[0][0]',
) 'activation_92[0][0]']
activation_93 (Activation) (None, 5, 5, 192) 0 ['batch_normalization_93[0][0]
']
mixed10 (Concatenate) (None, 5, 5, 2048) 0 ['activation_85[0][0]',
'mixed9_1[0][0]',
'concatenate_1[0][0]',
'activation_93[0][0]']
flatten_3 (Flatten) (None, 51200) 0 ['mixed10[0][0]']
dense_6 (Dense) (None, 1024) 5242982 ['flatten_3[0][0]']
4
dense_7 (Dense) (None, 2) 2050 ['dense_6[0][0]']
==================================================================================================
Total params: 74234658 (283.18 MB)
Trainable params: 52431874 (200.01 MB)
Non-trainable params: 21802784 (83.17 MB)
__________________________________________________________________________________________________
Summary of Custom Model 5:
Model: "model_4"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_5 (InputLayer) [(None, 224, 224, 3)] 0 []
zero_padding2d (ZeroPaddin (None, 230, 230, 3) 0 ['input_5[0][0]']
g2D)
conv1/conv (Conv2D) (None, 112, 112, 64) 9408 ['zero_padding2d[0][0]']
conv1/bn (BatchNormalizati (None, 112, 112, 64) 256 ['conv1/conv[0][0]']
on)
conv1/relu (Activation) (None, 112, 112, 64) 0 ['conv1/bn[0][0]']
zero_padding2d_1 (ZeroPadd (None, 114, 114, 64) 0 ['conv1/relu[0][0]']
ing2D)
pool1 (MaxPooling2D) (None, 56, 56, 64) 0 ['zero_padding2d_1[0][0]']
conv2_block1_0_bn (BatchNo (None, 56, 56, 64) 256 ['pool1[0][0]']
rmalization)
conv2_block1_0_relu (Activ (None, 56, 56, 64) 0 ['conv2_block1_0_bn[0][0]']
ation)
conv2_block1_1_conv (Conv2 (None, 56, 56, 128) 8192 ['conv2_block1_0_relu[0][0]']
D)
conv2_block1_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block1_1_conv[0][0]']
rmalization)
conv2_block1_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block1_1_bn[0][0]']
ation)
conv2_block1_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block1_1_relu[0][0]']
D)
conv2_block1_concat (Conca (None, 56, 56, 96) 0 ['pool1[0][0]',
tenate) 'conv2_block1_2_conv[0][0]']
conv2_block2_0_bn (BatchNo (None, 56, 56, 96) 384 ['conv2_block1_concat[0][0]']
rmalization)
conv2_block2_0_relu (Activ (None, 56, 56, 96) 0 ['conv2_block2_0_bn[0][0]']
ation)
conv2_block2_1_conv (Conv2 (None, 56, 56, 128) 12288 ['conv2_block2_0_relu[0][0]']
D)
conv2_block2_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block2_1_conv[0][0]']
rmalization)
conv2_block2_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block2_1_bn[0][0]']
ation)
conv2_block2_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block2_1_relu[0][0]']
D)
conv2_block2_concat (Conca (None, 56, 56, 128) 0 ['conv2_block1_concat[0][0]',
tenate) 'conv2_block2_2_conv[0][0]']
conv2_block3_0_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block2_concat[0][0]']
rmalization)
conv2_block3_0_relu (Activ (None, 56, 56, 128) 0 ['conv2_block3_0_bn[0][0]']
ation)
conv2_block3_1_conv (Conv2 (None, 56, 56, 128) 16384 ['conv2_block3_0_relu[0][0]']
D)
conv2_block3_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block3_1_conv[0][0]']
rmalization)
conv2_block3_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block3_1_bn[0][0]']
ation)
conv2_block3_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block3_1_relu[0][0]']
D)
conv2_block3_concat (Conca (None, 56, 56, 160) 0 ['conv2_block2_concat[0][0]',
tenate) 'conv2_block3_2_conv[0][0]']
conv2_block4_0_bn (BatchNo (None, 56, 56, 160) 640 ['conv2_block3_concat[0][0]']
rmalization)
conv2_block4_0_relu (Activ (None, 56, 56, 160) 0 ['conv2_block4_0_bn[0][0]']
ation)
conv2_block4_1_conv (Conv2 (None, 56, 56, 128) 20480 ['conv2_block4_0_relu[0][0]']
D)
conv2_block4_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block4_1_conv[0][0]']
rmalization)
conv2_block4_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block4_1_bn[0][0]']
ation)
conv2_block4_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block4_1_relu[0][0]']
D)
conv2_block4_concat (Conca (None, 56, 56, 192) 0 ['conv2_block3_concat[0][0]',
tenate) 'conv2_block4_2_conv[0][0]']
conv2_block5_0_bn (BatchNo (None, 56, 56, 192) 768 ['conv2_block4_concat[0][0]']
rmalization)
conv2_block5_0_relu (Activ (None, 56, 56, 192) 0 ['conv2_block5_0_bn[0][0]']
ation)
conv2_block5_1_conv (Conv2 (None, 56, 56, 128) 24576 ['conv2_block5_0_relu[0][0]']
D)
conv2_block5_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block5_1_conv[0][0]']
rmalization)
conv2_block5_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block5_1_bn[0][0]']
ation)
conv2_block5_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block5_1_relu[0][0]']
D)
conv2_block5_concat (Conca (None, 56, 56, 224) 0 ['conv2_block4_concat[0][0]',
tenate) 'conv2_block5_2_conv[0][0]']
conv2_block6_0_bn (BatchNo (None, 56, 56, 224) 896 ['conv2_block5_concat[0][0]']
rmalization)
conv2_block6_0_relu (Activ (None, 56, 56, 224) 0 ['conv2_block6_0_bn[0][0]']
ation)
conv2_block6_1_conv (Conv2 (None, 56, 56, 128) 28672 ['conv2_block6_0_relu[0][0]']
D)
conv2_block6_1_bn (BatchNo (None, 56, 56, 128) 512 ['conv2_block6_1_conv[0][0]']
rmalization)
conv2_block6_1_relu (Activ (None, 56, 56, 128) 0 ['conv2_block6_1_bn[0][0]']
ation)
conv2_block6_2_conv (Conv2 (None, 56, 56, 32) 36864 ['conv2_block6_1_relu[0][0]']
D)
conv2_block6_concat (Conca (None, 56, 56, 256) 0 ['conv2_block5_concat[0][0]',
tenate) 'conv2_block6_2_conv[0][0]']
pool2_bn (BatchNormalizati (None, 56, 56, 256) 1024 ['conv2_block6_concat[0][0]']
on)
pool2_relu (Activation) (None, 56, 56, 256) 0 ['pool2_bn[0][0]']
pool2_conv (Conv2D) (None, 56, 56, 128) 32768 ['pool2_relu[0][0]']
pool2_pool (AveragePooling (None, 28, 28, 128) 0 ['pool2_conv[0][0]']
2D)
conv3_block1_0_bn (BatchNo (None, 28, 28, 128) 512 ['pool2_pool[0][0]']
rmalization)
conv3_block1_0_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_0_bn[0][0]']
ation)
conv3_block1_1_conv (Conv2 (None, 28, 28, 128) 16384 ['conv3_block1_0_relu[0][0]']
D)
conv3_block1_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block1_1_conv[0][0]']
rmalization)
conv3_block1_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block1_1_bn[0][0]']
ation)
conv3_block1_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block1_1_relu[0][0]']
D)
conv3_block1_concat (Conca (None, 28, 28, 160) 0 ['pool2_pool[0][0]',
tenate) 'conv3_block1_2_conv[0][0]']
conv3_block2_0_bn (BatchNo (None, 28, 28, 160) 640 ['conv3_block1_concat[0][0]']
rmalization)
conv3_block2_0_relu (Activ (None, 28, 28, 160) 0 ['conv3_block2_0_bn[0][0]']
ation)
conv3_block2_1_conv (Conv2 (None, 28, 28, 128) 20480 ['conv3_block2_0_relu[0][0]']
D)
conv3_block2_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block2_1_conv[0][0]']
rmalization)
conv3_block2_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block2_1_bn[0][0]']
ation)
conv3_block2_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block2_1_relu[0][0]']
D)
conv3_block2_concat (Conca (None, 28, 28, 192) 0 ['conv3_block1_concat[0][0]',
tenate) 'conv3_block2_2_conv[0][0]']
conv3_block3_0_bn (BatchNo (None, 28, 28, 192) 768 ['conv3_block2_concat[0][0]']
rmalization)
conv3_block3_0_relu (Activ (None, 28, 28, 192) 0 ['conv3_block3_0_bn[0][0]']
ation)
conv3_block3_1_conv (Conv2 (None, 28, 28, 128) 24576 ['conv3_block3_0_relu[0][0]']
D)
conv3_block3_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block3_1_conv[0][0]']
rmalization)
conv3_block3_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block3_1_bn[0][0]']
ation)
conv3_block3_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block3_1_relu[0][0]']
D)
conv3_block3_concat (Conca (None, 28, 28, 224) 0 ['conv3_block2_concat[0][0]',
tenate) 'conv3_block3_2_conv[0][0]']
conv3_block4_0_bn (BatchNo (None, 28, 28, 224) 896 ['conv3_block3_concat[0][0]']
rmalization)
conv3_block4_0_relu (Activ (None, 28, 28, 224) 0 ['conv3_block4_0_bn[0][0]']
ation)
conv3_block4_1_conv (Conv2 (None, 28, 28, 128) 28672 ['conv3_block4_0_relu[0][0]']
D)
conv3_block4_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block4_1_conv[0][0]']
rmalization)
conv3_block4_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block4_1_bn[0][0]']
ation)
conv3_block4_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block4_1_relu[0][0]']
D)
conv3_block4_concat (Conca (None, 28, 28, 256) 0 ['conv3_block3_concat[0][0]',
tenate) 'conv3_block4_2_conv[0][0]']
conv3_block5_0_bn (BatchNo (None, 28, 28, 256) 1024 ['conv3_block4_concat[0][0]']
rmalization)
conv3_block5_0_relu (Activ (None, 28, 28, 256) 0 ['conv3_block5_0_bn[0][0]']
ation)
conv3_block5_1_conv (Conv2 (None, 28, 28, 128) 32768 ['conv3_block5_0_relu[0][0]']
D)
conv3_block5_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block5_1_conv[0][0]']
rmalization)
conv3_block5_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block5_1_bn[0][0]']
ation)
conv3_block5_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block5_1_relu[0][0]']
D)
conv3_block5_concat (Conca (None, 28, 28, 288) 0 ['conv3_block4_concat[0][0]',
tenate) 'conv3_block5_2_conv[0][0]']
conv3_block6_0_bn (BatchNo (None, 28, 28, 288) 1152 ['conv3_block5_concat[0][0]']
rmalization)
conv3_block6_0_relu (Activ (None, 28, 28, 288) 0 ['conv3_block6_0_bn[0][0]']
ation)
conv3_block6_1_conv (Conv2 (None, 28, 28, 128) 36864 ['conv3_block6_0_relu[0][0]']
D)
conv3_block6_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block6_1_conv[0][0]']
rmalization)
conv3_block6_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block6_1_bn[0][0]']
ation)
conv3_block6_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block6_1_relu[0][0]']
D)
conv3_block6_concat (Conca (None, 28, 28, 320) 0 ['conv3_block5_concat[0][0]',
tenate) 'conv3_block6_2_conv[0][0]']
conv3_block7_0_bn (BatchNo (None, 28, 28, 320) 1280 ['conv3_block6_concat[0][0]']
rmalization)
conv3_block7_0_relu (Activ (None, 28, 28, 320) 0 ['conv3_block7_0_bn[0][0]']
ation)
conv3_block7_1_conv (Conv2 (None, 28, 28, 128) 40960 ['conv3_block7_0_relu[0][0]']
D)
conv3_block7_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block7_1_conv[0][0]']
rmalization)
conv3_block7_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block7_1_bn[0][0]']
ation)
conv3_block7_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block7_1_relu[0][0]']
D)
conv3_block7_concat (Conca (None, 28, 28, 352) 0 ['conv3_block6_concat[0][0]',
tenate) 'conv3_block7_2_conv[0][0]']
conv3_block8_0_bn (BatchNo (None, 28, 28, 352) 1408 ['conv3_block7_concat[0][0]']
rmalization)
conv3_block8_0_relu (Activ (None, 28, 28, 352) 0 ['conv3_block8_0_bn[0][0]']
ation)
conv3_block8_1_conv (Conv2 (None, 28, 28, 128) 45056 ['conv3_block8_0_relu[0][0]']
D)
conv3_block8_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block8_1_conv[0][0]']
rmalization)
conv3_block8_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block8_1_bn[0][0]']
ation)
conv3_block8_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block8_1_relu[0][0]']
D)
conv3_block8_concat (Conca (None, 28, 28, 384) 0 ['conv3_block7_concat[0][0]',
tenate) 'conv3_block8_2_conv[0][0]']
conv3_block9_0_bn (BatchNo (None, 28, 28, 384) 1536 ['conv3_block8_concat[0][0]']
rmalization)
conv3_block9_0_relu (Activ (None, 28, 28, 384) 0 ['conv3_block9_0_bn[0][0]']
ation)
conv3_block9_1_conv (Conv2 (None, 28, 28, 128) 49152 ['conv3_block9_0_relu[0][0]']
D)
conv3_block9_1_bn (BatchNo (None, 28, 28, 128) 512 ['conv3_block9_1_conv[0][0]']
rmalization)
conv3_block9_1_relu (Activ (None, 28, 28, 128) 0 ['conv3_block9_1_bn[0][0]']
ation)
conv3_block9_2_conv (Conv2 (None, 28, 28, 32) 36864 ['conv3_block9_1_relu[0][0]']
D)
conv3_block9_concat (Conca (None, 28, 28, 416) 0 ['conv3_block8_concat[0][0]',
tenate) 'conv3_block9_2_conv[0][0]']
conv3_block10_0_bn (BatchN (None, 28, 28, 416) 1664 ['conv3_block9_concat[0][0]']
ormalization)
conv3_block10_0_relu (Acti (None, 28, 28, 416) 0 ['conv3_block10_0_bn[0][0]']
vation)
conv3_block10_1_conv (Conv (None, 28, 28, 128) 53248 ['conv3_block10_0_relu[0][0]']
2D)
conv3_block10_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block10_1_conv[0][0]']
ormalization)
conv3_block10_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block10_1_bn[0][0]']
vation)
conv3_block10_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block10_1_relu[0][0]']
2D)
conv3_block10_concat (Conc (None, 28, 28, 448) 0 ['conv3_block9_concat[0][0]',
atenate) 'conv3_block10_2_conv[0][0]']
conv3_block11_0_bn (BatchN (None, 28, 28, 448) 1792 ['conv3_block10_concat[0][0]']
ormalization)
conv3_block11_0_relu (Acti (None, 28, 28, 448) 0 ['conv3_block11_0_bn[0][0]']
vation)
conv3_block11_1_conv (Conv (None, 28, 28, 128) 57344 ['conv3_block11_0_relu[0][0]']
2D)
conv3_block11_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block11_1_conv[0][0]']
ormalization)
conv3_block11_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block11_1_bn[0][0]']
vation)
conv3_block11_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block11_1_relu[0][0]']
2D)
conv3_block11_concat (Conc (None, 28, 28, 480) 0 ['conv3_block10_concat[0][0]',
atenate) 'conv3_block11_2_conv[0][0]']
conv3_block12_0_bn (BatchN (None, 28, 28, 480) 1920 ['conv3_block11_concat[0][0]']
ormalization)
conv3_block12_0_relu (Acti (None, 28, 28, 480) 0 ['conv3_block12_0_bn[0][0]']
vation)
conv3_block12_1_conv (Conv (None, 28, 28, 128) 61440 ['conv3_block12_0_relu[0][0]']
2D)
conv3_block12_1_bn (BatchN (None, 28, 28, 128) 512 ['conv3_block12_1_conv[0][0]']
ormalization)
conv3_block12_1_relu (Acti (None, 28, 28, 128) 0 ['conv3_block12_1_bn[0][0]']
vation)
conv3_block12_2_conv (Conv (None, 28, 28, 32) 36864 ['conv3_block12_1_relu[0][0]']
2D)
conv3_block12_concat (Conc (None, 28, 28, 512) 0 ['conv3_block11_concat[0][0]',
atenate) 'conv3_block12_2_conv[0][0]']
pool3_bn (BatchNormalizati (None, 28, 28, 512) 2048 ['conv3_block12_concat[0][0]']
on)
pool3_relu (Activation) (None, 28, 28, 512) 0 ['pool3_bn[0][0]']
pool3_conv (Conv2D) (None, 28, 28, 256) 131072 ['pool3_relu[0][0]']
pool3_pool (AveragePooling (None, 14, 14, 256) 0 ['pool3_conv[0][0]']
2D)
conv4_block1_0_bn (BatchNo (None, 14, 14, 256) 1024 ['pool3_pool[0][0]']
rmalization)
conv4_block1_0_relu (Activ (None, 14, 14, 256) 0 ['conv4_block1_0_bn[0][0]']
ation)
conv4_block1_1_conv (Conv2 (None, 14, 14, 128) 32768 ['conv4_block1_0_relu[0][0]']
D)
conv4_block1_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block1_1_conv[0][0]']
rmalization)
conv4_block1_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block1_1_bn[0][0]']
ation)
conv4_block1_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block1_1_relu[0][0]']
D)
conv4_block1_concat (Conca (None, 14, 14, 288) 0 ['pool3_pool[0][0]',
tenate) 'conv4_block1_2_conv[0][0]']
conv4_block2_0_bn (BatchNo (None, 14, 14, 288) 1152 ['conv4_block1_concat[0][0]']
rmalization)
conv4_block2_0_relu (Activ (None, 14, 14, 288) 0 ['conv4_block2_0_bn[0][0]']
ation)
conv4_block2_1_conv (Conv2 (None, 14, 14, 128) 36864 ['conv4_block2_0_relu[0][0]']
D)
conv4_block2_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block2_1_conv[0][0]']
rmalization)
conv4_block2_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block2_1_bn[0][0]']
ation)
conv4_block2_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block2_1_relu[0][0]']
D)
conv4_block2_concat (Conca (None, 14, 14, 320) 0 ['conv4_block1_concat[0][0]',
tenate) 'conv4_block2_2_conv[0][0]']
conv4_block3_0_bn (BatchNo (None, 14, 14, 320) 1280 ['conv4_block2_concat[0][0]']
rmalization)
conv4_block3_0_relu (Activ (None, 14, 14, 320) 0 ['conv4_block3_0_bn[0][0]']
ation)
conv4_block3_1_conv (Conv2 (None, 14, 14, 128) 40960 ['conv4_block3_0_relu[0][0]']
D)
conv4_block3_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block3_1_conv[0][0]']
rmalization)
conv4_block3_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block3_1_bn[0][0]']
ation)
conv4_block3_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block3_1_relu[0][0]']
D)
conv4_block3_concat (Conca (None, 14, 14, 352) 0 ['conv4_block2_concat[0][0]',
tenate) 'conv4_block3_2_conv[0][0]']
conv4_block4_0_bn (BatchNo (None, 14, 14, 352) 1408 ['conv4_block3_concat[0][0]']
rmalization)
conv4_block4_0_relu (Activ (None, 14, 14, 352) 0 ['conv4_block4_0_bn[0][0]']
ation)
conv4_block4_1_conv (Conv2 (None, 14, 14, 128) 45056 ['conv4_block4_0_relu[0][0]']
D)
conv4_block4_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block4_1_conv[0][0]']
rmalization)
conv4_block4_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block4_1_bn[0][0]']
ation)
conv4_block4_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block4_1_relu[0][0]']
D)
conv4_block4_concat (Conca (None, 14, 14, 384) 0 ['conv4_block3_concat[0][0]',
tenate) 'conv4_block4_2_conv[0][0]']
conv4_block5_0_bn (BatchNo (None, 14, 14, 384) 1536 ['conv4_block4_concat[0][0]']
rmalization)
conv4_block5_0_relu (Activ (None, 14, 14, 384) 0 ['conv4_block5_0_bn[0][0]']
ation)
conv4_block5_1_conv (Conv2 (None, 14, 14, 128) 49152 ['conv4_block5_0_relu[0][0]']
D)
conv4_block5_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block5_1_conv[0][0]']
rmalization)
conv4_block5_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block5_1_bn[0][0]']
ation)
conv4_block5_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block5_1_relu[0][0]']
D)
conv4_block5_concat (Conca (None, 14, 14, 416) 0 ['conv4_block4_concat[0][0]',
tenate) 'conv4_block5_2_conv[0][0]']
conv4_block6_0_bn (BatchNo (None, 14, 14, 416) 1664 ['conv4_block5_concat[0][0]']
rmalization)
conv4_block6_0_relu (Activ (None, 14, 14, 416) 0 ['conv4_block6_0_bn[0][0]']
ation)
conv4_block6_1_conv (Conv2 (None, 14, 14, 128) 53248 ['conv4_block6_0_relu[0][0]']
D)
conv4_block6_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block6_1_conv[0][0]']
rmalization)
conv4_block6_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block6_1_bn[0][0]']
ation)
conv4_block6_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block6_1_relu[0][0]']
D)
conv4_block6_concat (Conca (None, 14, 14, 448) 0 ['conv4_block5_concat[0][0]',
tenate) 'conv4_block6_2_conv[0][0]']
conv4_block7_0_bn (BatchNo (None, 14, 14, 448) 1792 ['conv4_block6_concat[0][0]']
rmalization)
conv4_block7_0_relu (Activ (None, 14, 14, 448) 0 ['conv4_block7_0_bn[0][0]']
ation)
conv4_block7_1_conv (Conv2 (None, 14, 14, 128) 57344 ['conv4_block7_0_relu[0][0]']
D)
conv4_block7_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block7_1_conv[0][0]']
rmalization)
conv4_block7_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block7_1_bn[0][0]']
ation)
conv4_block7_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block7_1_relu[0][0]']
D)
conv4_block7_concat (Conca (None, 14, 14, 480) 0 ['conv4_block6_concat[0][0]',
tenate) 'conv4_block7_2_conv[0][0]']
conv4_block8_0_bn (BatchNo (None, 14, 14, 480) 1920 ['conv4_block7_concat[0][0]']
rmalization)
conv4_block8_0_relu (Activ (None, 14, 14, 480) 0 ['conv4_block8_0_bn[0][0]']
ation)
conv4_block8_1_conv (Conv2 (None, 14, 14, 128) 61440 ['conv4_block8_0_relu[0][0]']
D)
conv4_block8_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block8_1_conv[0][0]']
rmalization)
conv4_block8_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block8_1_bn[0][0]']
ation)
conv4_block8_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block8_1_relu[0][0]']
D)
conv4_block8_concat (Conca (None, 14, 14, 512) 0 ['conv4_block7_concat[0][0]',
tenate) 'conv4_block8_2_conv[0][0]']
conv4_block9_0_bn (BatchNo (None, 14, 14, 512) 2048 ['conv4_block8_concat[0][0]']
rmalization)
conv4_block9_0_relu (Activ (None, 14, 14, 512) 0 ['conv4_block9_0_bn[0][0]']
ation)
conv4_block9_1_conv (Conv2 (None, 14, 14, 128) 65536 ['conv4_block9_0_relu[0][0]']
D)
conv4_block9_1_bn (BatchNo (None, 14, 14, 128) 512 ['conv4_block9_1_conv[0][0]']
rmalization)
conv4_block9_1_relu (Activ (None, 14, 14, 128) 0 ['conv4_block9_1_bn[0][0]']
ation)
conv4_block9_2_conv (Conv2 (None, 14, 14, 32) 36864 ['conv4_block9_1_relu[0][0]']
D)
conv4_block9_concat (Conca (None, 14, 14, 544) 0 ['conv4_block8_concat[0][0]',
tenate) 'conv4_block9_2_conv[0][0]']
conv4_block10_0_bn (BatchN (None, 14, 14, 544) 2176 ['conv4_block9_concat[0][0]']
ormalization)
conv4_block10_0_relu (Acti (None, 14, 14, 544) 0 ['conv4_block10_0_bn[0][0]']
vation)
conv4_block10_1_conv (Conv (None, 14, 14, 128) 69632 ['conv4_block10_0_relu[0][0]']
2D)
conv4_block10_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block10_1_conv[0][0]']
ormalization)
conv4_block10_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block10_1_bn[0][0]']
vation)
conv4_block10_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block10_1_relu[0][0]']
2D)
conv4_block10_concat (Conc (None, 14, 14, 576) 0 ['conv4_block9_concat[0][0]',
atenate) 'conv4_block10_2_conv[0][0]']
conv4_block11_0_bn (BatchN (None, 14, 14, 576) 2304 ['conv4_block10_concat[0][0]']
ormalization)
conv4_block11_0_relu (Acti (None, 14, 14, 576) 0 ['conv4_block11_0_bn[0][0]']
vation)
conv4_block11_1_conv (Conv (None, 14, 14, 128) 73728 ['conv4_block11_0_relu[0][0]']
2D)
conv4_block11_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block11_1_conv[0][0]']
ormalization)
conv4_block11_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block11_1_bn[0][0]']
vation)
conv4_block11_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block11_1_relu[0][0]']
2D)
conv4_block11_concat (Conc (None, 14, 14, 608) 0 ['conv4_block10_concat[0][0]',
atenate) 'conv4_block11_2_conv[0][0]']
conv4_block12_0_bn (BatchN (None, 14, 14, 608) 2432 ['conv4_block11_concat[0][0]']
ormalization)
conv4_block12_0_relu (Acti (None, 14, 14, 608) 0 ['conv4_block12_0_bn[0][0]']
vation)
conv4_block12_1_conv (Conv (None, 14, 14, 128) 77824 ['conv4_block12_0_relu[0][0]']
2D)
conv4_block12_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block12_1_conv[0][0]']
ormalization)
conv4_block12_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block12_1_bn[0][0]']
vation)
conv4_block12_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block12_1_relu[0][0]']
2D)
conv4_block12_concat (Conc (None, 14, 14, 640) 0 ['conv4_block11_concat[0][0]',
atenate) 'conv4_block12_2_conv[0][0]']
conv4_block13_0_bn (BatchN (None, 14, 14, 640) 2560 ['conv4_block12_concat[0][0]']
ormalization)
conv4_block13_0_relu (Acti (None, 14, 14, 640) 0 ['conv4_block13_0_bn[0][0]']
vation)
conv4_block13_1_conv (Conv (None, 14, 14, 128) 81920 ['conv4_block13_0_relu[0][0]']
2D)
conv4_block13_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block13_1_conv[0][0]']
ormalization)
conv4_block13_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block13_1_bn[0][0]']
vation)
conv4_block13_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block13_1_relu[0][0]']
2D)
conv4_block13_concat (Conc (None, 14, 14, 672) 0 ['conv4_block12_concat[0][0]',
atenate) 'conv4_block13_2_conv[0][0]']
conv4_block14_0_bn (BatchN (None, 14, 14, 672) 2688 ['conv4_block13_concat[0][0]']
ormalization)
conv4_block14_0_relu (Acti (None, 14, 14, 672) 0 ['conv4_block14_0_bn[0][0]']
vation)
conv4_block14_1_conv (Conv (None, 14, 14, 128) 86016 ['conv4_block14_0_relu[0][0]']
2D)
conv4_block14_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block14_1_conv[0][0]']
ormalization)
conv4_block14_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block14_1_bn[0][0]']
vation)
conv4_block14_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block14_1_relu[0][0]']
2D)
conv4_block14_concat (Conc (None, 14, 14, 704) 0 ['conv4_block13_concat[0][0]',
atenate) 'conv4_block14_2_conv[0][0]']
conv4_block15_0_bn (BatchN (None, 14, 14, 704) 2816 ['conv4_block14_concat[0][0]']
ormalization)
conv4_block15_0_relu (Acti (None, 14, 14, 704) 0 ['conv4_block15_0_bn[0][0]']
vation)
conv4_block15_1_conv (Conv (None, 14, 14, 128) 90112 ['conv4_block15_0_relu[0][0]']
2D)
conv4_block15_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block15_1_conv[0][0]']
ormalization)
conv4_block15_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block15_1_bn[0][0]']
vation)
conv4_block15_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block15_1_relu[0][0]']
2D)
conv4_block15_concat (Conc (None, 14, 14, 736) 0 ['conv4_block14_concat[0][0]',
atenate) 'conv4_block15_2_conv[0][0]']
conv4_block16_0_bn (BatchN (None, 14, 14, 736) 2944 ['conv4_block15_concat[0][0]']
ormalization)
conv4_block16_0_relu (Acti (None, 14, 14, 736) 0 ['conv4_block16_0_bn[0][0]']
vation)
conv4_block16_1_conv (Conv (None, 14, 14, 128) 94208 ['conv4_block16_0_relu[0][0]']
2D)
conv4_block16_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block16_1_conv[0][0]']
ormalization)
conv4_block16_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block16_1_bn[0][0]']
vation)
conv4_block16_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block16_1_relu[0][0]']
2D)
conv4_block16_concat (Conc (None, 14, 14, 768) 0 ['conv4_block15_concat[0][0]',
atenate) 'conv4_block16_2_conv[0][0]']
conv4_block17_0_bn (BatchN (None, 14, 14, 768) 3072 ['conv4_block16_concat[0][0]']
ormalization)
conv4_block17_0_relu (Acti (None, 14, 14, 768) 0 ['conv4_block17_0_bn[0][0]']
vation)
conv4_block17_1_conv (Conv (None, 14, 14, 128) 98304 ['conv4_block17_0_relu[0][0]']
2D)
conv4_block17_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block17_1_conv[0][0]']
ormalization)
conv4_block17_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block17_1_bn[0][0]']
vation)
conv4_block17_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block17_1_relu[0][0]']
2D)
conv4_block17_concat (Conc (None, 14, 14, 800) 0 ['conv4_block16_concat[0][0]',
atenate) 'conv4_block17_2_conv[0][0]']
conv4_block18_0_bn (BatchN (None, 14, 14, 800) 3200 ['conv4_block17_concat[0][0]']
ormalization)
conv4_block18_0_relu (Acti (None, 14, 14, 800) 0 ['conv4_block18_0_bn[0][0]']
vation)
conv4_block18_1_conv (Conv (None, 14, 14, 128) 102400 ['conv4_block18_0_relu[0][0]']
2D)
conv4_block18_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block18_1_conv[0][0]']
ormalization)
conv4_block18_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block18_1_bn[0][0]']
vation)
conv4_block18_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block18_1_relu[0][0]']
2D)
conv4_block18_concat (Conc (None, 14, 14, 832) 0 ['conv4_block17_concat[0][0]',
atenate) 'conv4_block18_2_conv[0][0]']
conv4_block19_0_bn (BatchN (None, 14, 14, 832) 3328 ['conv4_block18_concat[0][0]']
ormalization)
conv4_block19_0_relu (Acti (None, 14, 14, 832) 0 ['conv4_block19_0_bn[0][0]']
vation)
conv4_block19_1_conv (Conv (None, 14, 14, 128) 106496 ['conv4_block19_0_relu[0][0]']
2D)
conv4_block19_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block19_1_conv[0][0]']
ormalization)
conv4_block19_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block19_1_bn[0][0]']
vation)
conv4_block19_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block19_1_relu[0][0]']
2D)
conv4_block19_concat (Conc (None, 14, 14, 864) 0 ['conv4_block18_concat[0][0]',
atenate) 'conv4_block19_2_conv[0][0]']
conv4_block20_0_bn (BatchN (None, 14, 14, 864) 3456 ['conv4_block19_concat[0][0]']
ormalization)
conv4_block20_0_relu (Acti (None, 14, 14, 864) 0 ['conv4_block20_0_bn[0][0]']
vation)
conv4_block20_1_conv (Conv (None, 14, 14, 128) 110592 ['conv4_block20_0_relu[0][0]']
2D)
conv4_block20_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block20_1_conv[0][0]']
ormalization)
conv4_block20_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block20_1_bn[0][0]']
vation)
conv4_block20_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block20_1_relu[0][0]']
2D)
conv4_block20_concat (Conc (None, 14, 14, 896) 0 ['conv4_block19_concat[0][0]',
atenate) 'conv4_block20_2_conv[0][0]']
conv4_block21_0_bn (BatchN (None, 14, 14, 896) 3584 ['conv4_block20_concat[0][0]']
ormalization)
conv4_block21_0_relu (Acti (None, 14, 14, 896) 0 ['conv4_block21_0_bn[0][0]']
vation)
conv4_block21_1_conv (Conv (None, 14, 14, 128) 114688 ['conv4_block21_0_relu[0][0]']
2D)
conv4_block21_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block21_1_conv[0][0]']
ormalization)
conv4_block21_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block21_1_bn[0][0]']
vation)
conv4_block21_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block21_1_relu[0][0]']
2D)
conv4_block21_concat (Conc (None, 14, 14, 928) 0 ['conv4_block20_concat[0][0]',
atenate) 'conv4_block21_2_conv[0][0]']
conv4_block22_0_bn (BatchN (None, 14, 14, 928) 3712 ['conv4_block21_concat[0][0]']
ormalization)
conv4_block22_0_relu (Acti (None, 14, 14, 928) 0 ['conv4_block22_0_bn[0][0]']
vation)
conv4_block22_1_conv (Conv (None, 14, 14, 128) 118784 ['conv4_block22_0_relu[0][0]']
2D)
conv4_block22_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block22_1_conv[0][0]']
ormalization)
conv4_block22_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block22_1_bn[0][0]']
vation)
conv4_block22_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block22_1_relu[0][0]']
2D)
conv4_block22_concat (Conc (None, 14, 14, 960) 0 ['conv4_block21_concat[0][0]',
atenate) 'conv4_block22_2_conv[0][0]']
conv4_block23_0_bn (BatchN (None, 14, 14, 960) 3840 ['conv4_block22_concat[0][0]']
ormalization)
conv4_block23_0_relu (Acti (None, 14, 14, 960) 0 ['conv4_block23_0_bn[0][0]']
vation)
conv4_block23_1_conv (Conv (None, 14, 14, 128) 122880 ['conv4_block23_0_relu[0][0]']
2D)
conv4_block23_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block23_1_conv[0][0]']
ormalization)
conv4_block23_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block23_1_bn[0][0]']
vation)
conv4_block23_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block23_1_relu[0][0]']
2D)
conv4_block23_concat (Conc (None, 14, 14, 992) 0 ['conv4_block22_concat[0][0]',
atenate) 'conv4_block23_2_conv[0][0]']
conv4_block24_0_bn (BatchN (None, 14, 14, 992) 3968 ['conv4_block23_concat[0][0]']
ormalization)
conv4_block24_0_relu (Acti (None, 14, 14, 992) 0 ['conv4_block24_0_bn[0][0]']
vation)
conv4_block24_1_conv (Conv (None, 14, 14, 128) 126976 ['conv4_block24_0_relu[0][0]']
2D)
conv4_block24_1_bn (BatchN (None, 14, 14, 128) 512 ['conv4_block24_1_conv[0][0]']
ormalization)
conv4_block24_1_relu (Acti (None, 14, 14, 128) 0 ['conv4_block24_1_bn[0][0]']
vation)
conv4_block24_2_conv (Conv (None, 14, 14, 32) 36864 ['conv4_block24_1_relu[0][0]']
2D)
conv4_block24_concat (Conc (None, 14, 14, 1024) 0 ['conv4_block23_concat[0][0]',
atenate) 'conv4_block24_2_conv[0][0]']
pool4_bn (BatchNormalizati (None, 14, 14, 1024) 4096 ['conv4_block24_concat[0][0]']
on)
pool4_relu (Activation) (None, 14, 14, 1024) 0 ['pool4_bn[0][0]']
pool4_conv (Conv2D) (None, 14, 14, 512) 524288 ['pool4_relu[0][0]']
pool4_pool (AveragePooling (None, 7, 7, 512) 0 ['pool4_conv[0][0]']
2D)
conv5_block1_0_bn (BatchNo (None, 7, 7, 512) 2048 ['pool4_pool[0][0]']
rmalization)
conv5_block1_0_relu (Activ (None, 7, 7, 512) 0 ['conv5_block1_0_bn[0][0]']
ation)
conv5_block1_1_conv (Conv2 (None, 7, 7, 128) 65536 ['conv5_block1_0_relu[0][0]']
D)
conv5_block1_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block1_1_conv[0][0]']
rmalization)
conv5_block1_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block1_1_bn[0][0]']
ation)
conv5_block1_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block1_1_relu[0][0]']
D)
conv5_block1_concat (Conca (None, 7, 7, 544) 0 ['pool4_pool[0][0]',
tenate) 'conv5_block1_2_conv[0][0]']
conv5_block2_0_bn (BatchNo (None, 7, 7, 544) 2176 ['conv5_block1_concat[0][0]']
rmalization)
conv5_block2_0_relu (Activ (None, 7, 7, 544) 0 ['conv5_block2_0_bn[0][0]']
ation)
conv5_block2_1_conv (Conv2 (None, 7, 7, 128) 69632 ['conv5_block2_0_relu[0][0]']
D)
conv5_block2_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block2_1_conv[0][0]']
rmalization)
conv5_block2_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block2_1_bn[0][0]']
ation)
conv5_block2_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block2_1_relu[0][0]']
D)
conv5_block2_concat (Conca (None, 7, 7, 576) 0 ['conv5_block1_concat[0][0]',
tenate) 'conv5_block2_2_conv[0][0]']
conv5_block3_0_bn (BatchNo (None, 7, 7, 576) 2304 ['conv5_block2_concat[0][0]']
rmalization)
conv5_block3_0_relu (Activ (None, 7, 7, 576) 0 ['conv5_block3_0_bn[0][0]']
ation)
conv5_block3_1_conv (Conv2 (None, 7, 7, 128) 73728 ['conv5_block3_0_relu[0][0]']
D)
conv5_block3_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block3_1_conv[0][0]']
rmalization)
conv5_block3_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block3_1_bn[0][0]']
ation)
conv5_block3_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block3_1_relu[0][0]']
D)
conv5_block3_concat (Conca (None, 7, 7, 608) 0 ['conv5_block2_concat[0][0]',
tenate) 'conv5_block3_2_conv[0][0]']
conv5_block4_0_bn (BatchNo (None, 7, 7, 608) 2432 ['conv5_block3_concat[0][0]']
rmalization)
conv5_block4_0_relu (Activ (None, 7, 7, 608) 0 ['conv5_block4_0_bn[0][0]']
ation)
conv5_block4_1_conv (Conv2 (None, 7, 7, 128) 77824 ['conv5_block4_0_relu[0][0]']
D)
conv5_block4_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block4_1_conv[0][0]']
rmalization)
conv5_block4_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block4_1_bn[0][0]']
ation)
conv5_block4_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block4_1_relu[0][0]']
D)
conv5_block4_concat (Conca (None, 7, 7, 640) 0 ['conv5_block3_concat[0][0]',
tenate) 'conv5_block4_2_conv[0][0]']
conv5_block5_0_bn (BatchNo (None, 7, 7, 640) 2560 ['conv5_block4_concat[0][0]']
rmalization)
conv5_block5_0_relu (Activ (None, 7, 7, 640) 0 ['conv5_block5_0_bn[0][0]']
ation)
conv5_block5_1_conv (Conv2 (None, 7, 7, 128) 81920 ['conv5_block5_0_relu[0][0]']
D)
conv5_block5_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block5_1_conv[0][0]']
rmalization)
conv5_block5_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block5_1_bn[0][0]']
ation)
conv5_block5_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block5_1_relu[0][0]']
D)
conv5_block5_concat (Conca (None, 7, 7, 672) 0 ['conv5_block4_concat[0][0]',
tenate) 'conv5_block5_2_conv[0][0]']
conv5_block6_0_bn (BatchNo (None, 7, 7, 672) 2688 ['conv5_block5_concat[0][0]']
rmalization)
conv5_block6_0_relu (Activ (None, 7, 7, 672) 0 ['conv5_block6_0_bn[0][0]']
ation)
conv5_block6_1_conv (Conv2 (None, 7, 7, 128) 86016 ['conv5_block6_0_relu[0][0]']
D)
conv5_block6_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block6_1_conv[0][0]']
rmalization)
conv5_block6_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block6_1_bn[0][0]']
ation)
conv5_block6_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block6_1_relu[0][0]']
D)
conv5_block6_concat (Conca (None, 7, 7, 704) 0 ['conv5_block5_concat[0][0]',
tenate) 'conv5_block6_2_conv[0][0]']
conv5_block7_0_bn (BatchNo (None, 7, 7, 704) 2816 ['conv5_block6_concat[0][0]']
rmalization)
conv5_block7_0_relu (Activ (None, 7, 7, 704) 0 ['conv5_block7_0_bn[0][0]']
ation)
conv5_block7_1_conv (Conv2 (None, 7, 7, 128) 90112 ['conv5_block7_0_relu[0][0]']
D)
conv5_block7_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block7_1_conv[0][0]']
rmalization)
conv5_block7_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block7_1_bn[0][0]']
ation)
conv5_block7_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block7_1_relu[0][0]']
D)
conv5_block7_concat (Conca (None, 7, 7, 736) 0 ['conv5_block6_concat[0][0]',
tenate) 'conv5_block7_2_conv[0][0]']
conv5_block8_0_bn (BatchNo (None, 7, 7, 736) 2944 ['conv5_block7_concat[0][0]']
rmalization)
conv5_block8_0_relu (Activ (None, 7, 7, 736) 0 ['conv5_block8_0_bn[0][0]']
ation)
conv5_block8_1_conv (Conv2 (None, 7, 7, 128) 94208 ['conv5_block8_0_relu[0][0]']
D)
conv5_block8_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block8_1_conv[0][0]']
rmalization)
conv5_block8_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block8_1_bn[0][0]']
ation)
conv5_block8_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block8_1_relu[0][0]']
D)
conv5_block8_concat (Conca (None, 7, 7, 768) 0 ['conv5_block7_concat[0][0]',
tenate) 'conv5_block8_2_conv[0][0]']
conv5_block9_0_bn (BatchNo (None, 7, 7, 768) 3072 ['conv5_block8_concat[0][0]']
rmalization)
conv5_block9_0_relu (Activ (None, 7, 7, 768) 0 ['conv5_block9_0_bn[0][0]']
ation)
conv5_block9_1_conv (Conv2 (None, 7, 7, 128) 98304 ['conv5_block9_0_relu[0][0]']
D)
conv5_block9_1_bn (BatchNo (None, 7, 7, 128) 512 ['conv5_block9_1_conv[0][0]']
rmalization)
conv5_block9_1_relu (Activ (None, 7, 7, 128) 0 ['conv5_block9_1_bn[0][0]']
ation)
conv5_block9_2_conv (Conv2 (None, 7, 7, 32) 36864 ['conv5_block9_1_relu[0][0]']
D)
conv5_block9_concat (Conca (None, 7, 7, 800) 0 ['conv5_block8_concat[0][0]',
tenate) 'conv5_block9_2_conv[0][0]']
conv5_block10_0_bn (BatchN (None, 7, 7, 800) 3200 ['conv5_block9_concat[0][0]']
ormalization)
conv5_block10_0_relu (Acti (None, 7, 7, 800) 0 ['conv5_block10_0_bn[0][0]']
vation)
conv5_block10_1_conv (Conv (None, 7, 7, 128) 102400 ['conv5_block10_0_relu[0][0]']
2D)
conv5_block10_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block10_1_conv[0][0]']
ormalization)
conv5_block10_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block10_1_bn[0][0]']
vation)
conv5_block10_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block10_1_relu[0][0]']
2D)
conv5_block10_concat (Conc (None, 7, 7, 832) 0 ['conv5_block9_concat[0][0]',
atenate) 'conv5_block10_2_conv[0][0]']
conv5_block11_0_bn (BatchN (None, 7, 7, 832) 3328 ['conv5_block10_concat[0][0]']
ormalization)
conv5_block11_0_relu (Acti (None, 7, 7, 832) 0 ['conv5_block11_0_bn[0][0]']
vation)
conv5_block11_1_conv (Conv (None, 7, 7, 128) 106496 ['conv5_block11_0_relu[0][0]']
2D)
conv5_block11_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block11_1_conv[0][0]']
ormalization)
conv5_block11_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block11_1_bn[0][0]']
vation)
conv5_block11_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block11_1_relu[0][0]']
2D)
conv5_block11_concat (Conc (None, 7, 7, 864) 0 ['conv5_block10_concat[0][0]',
atenate) 'conv5_block11_2_conv[0][0]']
conv5_block12_0_bn (BatchN (None, 7, 7, 864) 3456 ['conv5_block11_concat[0][0]']
ormalization)
conv5_block12_0_relu (Acti (None, 7, 7, 864) 0 ['conv5_block12_0_bn[0][0]']
vation)
conv5_block12_1_conv (Conv (None, 7, 7, 128) 110592 ['conv5_block12_0_relu[0][0]']
2D)
conv5_block12_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block12_1_conv[0][0]']
ormalization)
conv5_block12_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block12_1_bn[0][0]']
vation)
conv5_block12_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block12_1_relu[0][0]']
2D)
conv5_block12_concat (Conc (None, 7, 7, 896) 0 ['conv5_block11_concat[0][0]',
atenate) 'conv5_block12_2_conv[0][0]']
conv5_block13_0_bn (BatchN (None, 7, 7, 896) 3584 ['conv5_block12_concat[0][0]']
ormalization)
conv5_block13_0_relu (Acti (None, 7, 7, 896) 0 ['conv5_block13_0_bn[0][0]']
vation)
conv5_block13_1_conv (Conv (None, 7, 7, 128) 114688 ['conv5_block13_0_relu[0][0]']
2D)
conv5_block13_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block13_1_conv[0][0]']
ormalization)
conv5_block13_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block13_1_bn[0][0]']
vation)
conv5_block13_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block13_1_relu[0][0]']
2D)
conv5_block13_concat (Conc (None, 7, 7, 928) 0 ['conv5_block12_concat[0][0]',
atenate) 'conv5_block13_2_conv[0][0]']
conv5_block14_0_bn (BatchN (None, 7, 7, 928) 3712 ['conv5_block13_concat[0][0]']
ormalization)
conv5_block14_0_relu (Acti (None, 7, 7, 928) 0 ['conv5_block14_0_bn[0][0]']
vation)
conv5_block14_1_conv (Conv (None, 7, 7, 128) 118784 ['conv5_block14_0_relu[0][0]']
2D)
conv5_block14_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block14_1_conv[0][0]']
ormalization)
conv5_block14_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block14_1_bn[0][0]']
vation)
conv5_block14_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block14_1_relu[0][0]']
2D)
conv5_block14_concat (Conc (None, 7, 7, 960) 0 ['conv5_block13_concat[0][0]',
atenate) 'conv5_block14_2_conv[0][0]']
conv5_block15_0_bn (BatchN (None, 7, 7, 960) 3840 ['conv5_block14_concat[0][0]']
ormalization)
conv5_block15_0_relu (Acti (None, 7, 7, 960) 0 ['conv5_block15_0_bn[0][0]']
vation)
conv5_block15_1_conv (Conv (None, 7, 7, 128) 122880 ['conv5_block15_0_relu[0][0]']
2D)
conv5_block15_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block15_1_conv[0][0]']
ormalization)
conv5_block15_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block15_1_bn[0][0]']
vation)
conv5_block15_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block15_1_relu[0][0]']
2D)
conv5_block15_concat (Conc (None, 7, 7, 992) 0 ['conv5_block14_concat[0][0]',
atenate) 'conv5_block15_2_conv[0][0]']
conv5_block16_0_bn (BatchN (None, 7, 7, 992) 3968 ['conv5_block15_concat[0][0]']
ormalization)
conv5_block16_0_relu (Acti (None, 7, 7, 992) 0 ['conv5_block16_0_bn[0][0]']
vation)
conv5_block16_1_conv (Conv (None, 7, 7, 128) 126976 ['conv5_block16_0_relu[0][0]']
2D)
conv5_block16_1_bn (BatchN (None, 7, 7, 128) 512 ['conv5_block16_1_conv[0][0]']
ormalization)
conv5_block16_1_relu (Acti (None, 7, 7, 128) 0 ['conv5_block16_1_bn[0][0]']
vation)
conv5_block16_2_conv (Conv (None, 7, 7, 32) 36864 ['conv5_block16_1_relu[0][0]']
2D)
conv5_block16_concat (Conc (None, 7, 7, 1024) 0 ['conv5_block15_concat[0][0]',
atenate) 'conv5_block16_2_conv[0][0]']
bn (BatchNormalization) (None, 7, 7, 1024) 4096 ['conv5_block16_concat[0][0]']
relu (Activation) (None, 7, 7, 1024) 0 ['bn[0][0]']
flatten_4 (Flatten) (None, 50176) 0 ['relu[0][0]']
dense_8 (Dense) (None, 1024) 5138124 ['flatten_4[0][0]']
8
dense_9 (Dense) (None, 2) 2050 ['dense_8[0][0]']
==================================================================================================
Total params: 58420802 (222.86 MB)
Trainable params: 51383298 (196.01 MB)
Non-trainable params: 7037504 (26.85 MB)
__________________________________________________________________________________________________
Summary of Custom Model 6:
Model: "model_5"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_6 (InputLayer) [(None, 224, 224, 3)] 0 []
Conv1 (Conv2D) (None, 112, 112, 32) 864 ['input_6[0][0]']
bn_Conv1 (BatchNormalizati (None, 112, 112, 32) 128 ['Conv1[0][0]']
on)
Conv1_relu (ReLU) (None, 112, 112, 32) 0 ['bn_Conv1[0][0]']
expanded_conv_depthwise (D (None, 112, 112, 32) 288 ['Conv1_relu[0][0]']
epthwiseConv2D)
expanded_conv_depthwise_BN (None, 112, 112, 32) 128 ['expanded_conv_depthwise[0][0
(BatchNormalization) ]']
expanded_conv_depthwise_re (None, 112, 112, 32) 0 ['expanded_conv_depthwise_BN[0
lu (ReLU) ][0]']
expanded_conv_project (Con (None, 112, 112, 16) 512 ['expanded_conv_depthwise_relu
v2D) [0][0]']
expanded_conv_project_BN ( (None, 112, 112, 16) 64 ['expanded_conv_project[0][0]'
BatchNormalization) ]
block_1_expand (Conv2D) (None, 112, 112, 96) 1536 ['expanded_conv_project_BN[0][
0]']
block_1_expand_BN (BatchNo (None, 112, 112, 96) 384 ['block_1_expand[0][0]']
rmalization)
block_1_expand_relu (ReLU) (None, 112, 112, 96) 0 ['block_1_expand_BN[0][0]']
block_1_pad (ZeroPadding2D (None, 113, 113, 96) 0 ['block_1_expand_relu[0][0]']
)
block_1_depthwise (Depthwi (None, 56, 56, 96) 864 ['block_1_pad[0][0]']
seConv2D)
block_1_depthwise_BN (Batc (None, 56, 56, 96) 384 ['block_1_depthwise[0][0]']
hNormalization)
block_1_depthwise_relu (Re (None, 56, 56, 96) 0 ['block_1_depthwise_BN[0][0]']
LU)
block_1_project (Conv2D) (None, 56, 56, 24) 2304 ['block_1_depthwise_relu[0][0]
']
block_1_project_BN (BatchN (None, 56, 56, 24) 96 ['block_1_project[0][0]']
ormalization)
block_2_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_1_project_BN[0][0]']
block_2_expand_BN (BatchNo (None, 56, 56, 144) 576 ['block_2_expand[0][0]']
rmalization)
block_2_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_2_expand_BN[0][0]']
block_2_depthwise (Depthwi (None, 56, 56, 144) 1296 ['block_2_expand_relu[0][0]']
seConv2D)
block_2_depthwise_BN (Batc (None, 56, 56, 144) 576 ['block_2_depthwise[0][0]']
hNormalization)
block_2_depthwise_relu (Re (None, 56, 56, 144) 0 ['block_2_depthwise_BN[0][0]']
LU)
block_2_project (Conv2D) (None, 56, 56, 24) 3456 ['block_2_depthwise_relu[0][0]
']
block_2_project_BN (BatchN (None, 56, 56, 24) 96 ['block_2_project[0][0]']
ormalization)
block_2_add (Add) (None, 56, 56, 24) 0 ['block_1_project_BN[0][0]',
'block_2_project_BN[0][0]']
block_3_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_2_add[0][0]']
block_3_expand_BN (BatchNo (None, 56, 56, 144) 576 ['block_3_expand[0][0]']
rmalization)
block_3_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_3_expand_BN[0][0]']
block_3_pad (ZeroPadding2D (None, 57, 57, 144) 0 ['block_3_expand_relu[0][0]']
)
block_3_depthwise (Depthwi (None, 28, 28, 144) 1296 ['block_3_pad[0][0]']
seConv2D)
block_3_depthwise_BN (Batc (None, 28, 28, 144) 576 ['block_3_depthwise[0][0]']
hNormalization)
block_3_depthwise_relu (Re (None, 28, 28, 144) 0 ['block_3_depthwise_BN[0][0]']
LU)
block_3_project (Conv2D) (None, 28, 28, 32) 4608 ['block_3_depthwise_relu[0][0]
']
block_3_project_BN (BatchN (None, 28, 28, 32) 128 ['block_3_project[0][0]']
ormalization)
block_4_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_3_project_BN[0][0]']
block_4_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_4_expand[0][0]']
rmalization)
block_4_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_4_expand_BN[0][0]']
block_4_depthwise (Depthwi (None, 28, 28, 192) 1728 ['block_4_expand_relu[0][0]']
seConv2D)
block_4_depthwise_BN (Batc (None, 28, 28, 192) 768 ['block_4_depthwise[0][0]']
hNormalization)
block_4_depthwise_relu (Re (None, 28, 28, 192) 0 ['block_4_depthwise_BN[0][0]']
LU)
block_4_project (Conv2D) (None, 28, 28, 32) 6144 ['block_4_depthwise_relu[0][0]
']
block_4_project_BN (BatchN (None, 28, 28, 32) 128 ['block_4_project[0][0]']
ormalization)
block_4_add (Add) (None, 28, 28, 32) 0 ['block_3_project_BN[0][0]',
'block_4_project_BN[0][0]']
block_5_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_4_add[0][0]']
block_5_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_5_expand[0][0]']
rmalization)
block_5_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_5_expand_BN[0][0]']
block_5_depthwise (Depthwi (None, 28, 28, 192) 1728 ['block_5_expand_relu[0][0]']
seConv2D)
block_5_depthwise_BN (Batc (None, 28, 28, 192) 768 ['block_5_depthwise[0][0]']
hNormalization)
block_5_depthwise_relu (Re (None, 28, 28, 192) 0 ['block_5_depthwise_BN[0][0]']
LU)
block_5_project (Conv2D) (None, 28, 28, 32) 6144 ['block_5_depthwise_relu[0][0]
']
block_5_project_BN (BatchN (None, 28, 28, 32) 128 ['block_5_project[0][0]']
ormalization)
block_5_add (Add) (None, 28, 28, 32) 0 ['block_4_add[0][0]',
'block_5_project_BN[0][0]']
block_6_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_5_add[0][0]']
block_6_expand_BN (BatchNo (None, 28, 28, 192) 768 ['block_6_expand[0][0]']
rmalization)
block_6_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_6_expand_BN[0][0]']
block_6_pad (ZeroPadding2D (None, 29, 29, 192) 0 ['block_6_expand_relu[0][0]']
)
block_6_depthwise (Depthwi (None, 14, 14, 192) 1728 ['block_6_pad[0][0]']
seConv2D)
block_6_depthwise_BN (Batc (None, 14, 14, 192) 768 ['block_6_depthwise[0][0]']
hNormalization)
block_6_depthwise_relu (Re (None, 14, 14, 192) 0 ['block_6_depthwise_BN[0][0]']
LU)
block_6_project (Conv2D) (None, 14, 14, 64) 12288 ['block_6_depthwise_relu[0][0]
']
block_6_project_BN (BatchN (None, 14, 14, 64) 256 ['block_6_project[0][0]']
ormalization)
block_7_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_6_project_BN[0][0]']
block_7_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_7_expand[0][0]']
rmalization)
block_7_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_7_expand_BN[0][0]']
block_7_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_7_expand_relu[0][0]']
seConv2D)
block_7_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_7_depthwise[0][0]']
hNormalization)
block_7_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_7_depthwise_BN[0][0]']
LU)
block_7_project (Conv2D) (None, 14, 14, 64) 24576 ['block_7_depthwise_relu[0][0]
']
block_7_project_BN (BatchN (None, 14, 14, 64) 256 ['block_7_project[0][0]']
ormalization)
block_7_add (Add) (None, 14, 14, 64) 0 ['block_6_project_BN[0][0]',
'block_7_project_BN[0][0]']
block_8_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_7_add[0][0]']
block_8_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_8_expand[0][0]']
rmalization)
block_8_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_8_expand_BN[0][0]']
block_8_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_8_expand_relu[0][0]']
seConv2D)
block_8_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_8_depthwise[0][0]']
hNormalization)
block_8_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_8_depthwise_BN[0][0]']
LU)
block_8_project (Conv2D) (None, 14, 14, 64) 24576 ['block_8_depthwise_relu[0][0]
']
block_8_project_BN (BatchN (None, 14, 14, 64) 256 ['block_8_project[0][0]']
ormalization)
block_8_add (Add) (None, 14, 14, 64) 0 ['block_7_add[0][0]',
'block_8_project_BN[0][0]']
block_9_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_8_add[0][0]']
block_9_expand_BN (BatchNo (None, 14, 14, 384) 1536 ['block_9_expand[0][0]']
rmalization)
block_9_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_9_expand_BN[0][0]']
block_9_depthwise (Depthwi (None, 14, 14, 384) 3456 ['block_9_expand_relu[0][0]']
seConv2D)
block_9_depthwise_BN (Batc (None, 14, 14, 384) 1536 ['block_9_depthwise[0][0]']
hNormalization)
block_9_depthwise_relu (Re (None, 14, 14, 384) 0 ['block_9_depthwise_BN[0][0]']
LU)
block_9_project (Conv2D) (None, 14, 14, 64) 24576 ['block_9_depthwise_relu[0][0]
']
block_9_project_BN (BatchN (None, 14, 14, 64) 256 ['block_9_project[0][0]']
ormalization)
block_9_add (Add) (None, 14, 14, 64) 0 ['block_8_add[0][0]',
'block_9_project_BN[0][0]']
block_10_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_9_add[0][0]']
block_10_expand_BN (BatchN (None, 14, 14, 384) 1536 ['block_10_expand[0][0]']
ormalization)
block_10_expand_relu (ReLU (None, 14, 14, 384) 0 ['block_10_expand_BN[0][0]']
)
block_10_depthwise (Depthw (None, 14, 14, 384) 3456 ['block_10_expand_relu[0][0]']
iseConv2D)
block_10_depthwise_BN (Bat (None, 14, 14, 384) 1536 ['block_10_depthwise[0][0]']
chNormalization)
block_10_depthwise_relu (R (None, 14, 14, 384) 0 ['block_10_depthwise_BN[0][0]'
eLU) ]
block_10_project (Conv2D) (None, 14, 14, 96) 36864 ['block_10_depthwise_relu[0][0
]']
block_10_project_BN (Batch (None, 14, 14, 96) 384 ['block_10_project[0][0]']
Normalization)
block_11_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_10_project_BN[0][0]']
block_11_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_11_expand[0][0]']
ormalization)
block_11_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_11_expand_BN[0][0]']
)
block_11_depthwise (Depthw (None, 14, 14, 576) 5184 ['block_11_expand_relu[0][0]']
iseConv2D)
block_11_depthwise_BN (Bat (None, 14, 14, 576) 2304 ['block_11_depthwise[0][0]']
chNormalization)
block_11_depthwise_relu (R (None, 14, 14, 576) 0 ['block_11_depthwise_BN[0][0]'
eLU) ]
block_11_project (Conv2D) (None, 14, 14, 96) 55296 ['block_11_depthwise_relu[0][0
]']
block_11_project_BN (Batch (None, 14, 14, 96) 384 ['block_11_project[0][0]']
Normalization)
block_11_add (Add) (None, 14, 14, 96) 0 ['block_10_project_BN[0][0]',
'block_11_project_BN[0][0]']
block_12_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_11_add[0][0]']
block_12_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_12_expand[0][0]']
ormalization)
block_12_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_12_expand_BN[0][0]']
)
block_12_depthwise (Depthw (None, 14, 14, 576) 5184 ['block_12_expand_relu[0][0]']
iseConv2D)
block_12_depthwise_BN (Bat (None, 14, 14, 576) 2304 ['block_12_depthwise[0][0]']
chNormalization)
block_12_depthwise_relu (R (None, 14, 14, 576) 0 ['block_12_depthwise_BN[0][0]'
eLU) ]
block_12_project (Conv2D) (None, 14, 14, 96) 55296 ['block_12_depthwise_relu[0][0
]']
block_12_project_BN (Batch (None, 14, 14, 96) 384 ['block_12_project[0][0]']
Normalization)
block_12_add (Add) (None, 14, 14, 96) 0 ['block_11_add[0][0]',
'block_12_project_BN[0][0]']
block_13_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_12_add[0][0]']
block_13_expand_BN (BatchN (None, 14, 14, 576) 2304 ['block_13_expand[0][0]']
ormalization)
block_13_expand_relu (ReLU (None, 14, 14, 576) 0 ['block_13_expand_BN[0][0]']
)
block_13_pad (ZeroPadding2 (None, 15, 15, 576) 0 ['block_13_expand_relu[0][0]']
D)
block_13_depthwise (Depthw (None, 7, 7, 576) 5184 ['block_13_pad[0][0]']
iseConv2D)
block_13_depthwise_BN (Bat (None, 7, 7, 576) 2304 ['block_13_depthwise[0][0]']
chNormalization)
block_13_depthwise_relu (R (None, 7, 7, 576) 0 ['block_13_depthwise_BN[0][0]'
eLU) ]
block_13_project (Conv2D) (None, 7, 7, 160) 92160 ['block_13_depthwise_relu[0][0
]']
block_13_project_BN (Batch (None, 7, 7, 160) 640 ['block_13_project[0][0]']
Normalization)
block_14_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_13_project_BN[0][0]']
block_14_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_14_expand[0][0]']
ormalization)
block_14_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_14_expand_BN[0][0]']
)
block_14_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_14_expand_relu[0][0]']
iseConv2D)
block_14_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_14_depthwise[0][0]']
chNormalization)
block_14_depthwise_relu (R (None, 7, 7, 960) 0 ['block_14_depthwise_BN[0][0]'
eLU) ]
block_14_project (Conv2D) (None, 7, 7, 160) 153600 ['block_14_depthwise_relu[0][0
]']
block_14_project_BN (Batch (None, 7, 7, 160) 640 ['block_14_project[0][0]']
Normalization)
block_14_add (Add) (None, 7, 7, 160) 0 ['block_13_project_BN[0][0]',
'block_14_project_BN[0][0]']
block_15_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_14_add[0][0]']
block_15_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_15_expand[0][0]']
ormalization)
block_15_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_15_expand_BN[0][0]']
)
block_15_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_15_expand_relu[0][0]']
iseConv2D)
block_15_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_15_depthwise[0][0]']
chNormalization)
block_15_depthwise_relu (R (None, 7, 7, 960) 0 ['block_15_depthwise_BN[0][0]'
eLU) ]
block_15_project (Conv2D) (None, 7, 7, 160) 153600 ['block_15_depthwise_relu[0][0
]']
block_15_project_BN (Batch (None, 7, 7, 160) 640 ['block_15_project[0][0]']
Normalization)
block_15_add (Add) (None, 7, 7, 160) 0 ['block_14_add[0][0]',
'block_15_project_BN[0][0]']
block_16_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_15_add[0][0]']
block_16_expand_BN (BatchN (None, 7, 7, 960) 3840 ['block_16_expand[0][0]']
ormalization)
block_16_expand_relu (ReLU (None, 7, 7, 960) 0 ['block_16_expand_BN[0][0]']
)
block_16_depthwise (Depthw (None, 7, 7, 960) 8640 ['block_16_expand_relu[0][0]']
iseConv2D)
block_16_depthwise_BN (Bat (None, 7, 7, 960) 3840 ['block_16_depthwise[0][0]']
chNormalization)
block_16_depthwise_relu (R (None, 7, 7, 960) 0 ['block_16_depthwise_BN[0][0]'
eLU) ]
block_16_project (Conv2D) (None, 7, 7, 320) 307200 ['block_16_depthwise_relu[0][0
]']
block_16_project_BN (Batch (None, 7, 7, 320) 1280 ['block_16_project[0][0]']
Normalization)
Conv_1 (Conv2D) (None, 7, 7, 1280) 409600 ['block_16_project_BN[0][0]']
Conv_1_bn (BatchNormalizat (None, 7, 7, 1280) 5120 ['Conv_1[0][0]']
ion)
out_relu (ReLU) (None, 7, 7, 1280) 0 ['Conv_1_bn[0][0]']
flatten_5 (Flatten) (None, 62720) 0 ['out_relu[0][0]']
dense_10 (Dense) (None, 1024) 6422630 ['flatten_5[0][0]']
4
dense_11 (Dense) (None, 2) 2050 ['dense_10[0][0]']
==================================================================================================
Total params: 66486338 (253.63 MB)
Trainable params: 64228354 (245.01 MB)
Non-trainable params: 2257984 (8.61 MB)
__________________________________________________________________________________________________
compiled_models = []
for idx, custom_model in enumerate(custom_models):
custom_model.compile(optimizer=Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])
compiled_models.append(custom_model)
print(f"Compiled Custom Model {idx + 1}")
Compiled Custom Model 1 Compiled Custom Model 2 Compiled Custom Model 3 Compiled Custom Model 4 Compiled Custom Model 5 Compiled Custom Model 6
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dropout, Flatten, Dense, BatchNormalization, ZeroPadding2D
from tensorflow.keras.regularizers import l2
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping
from sklearn.metrics import confusion_matrix
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import os
import numpy as np
from tensorflow.keras.optimizers import Adam, SGD, RMSprop
from sklearn.model_selection import train_test_split
# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(processed_images, onehot_encoded_labels, test_size=0.2, random_state=42)
# Verify the shapes of the training and testing sets
print("Shape of X_train:", X_train.shape)
print("Shape of y_train:", y_train.shape)
print("Shape of X_test:", X_test.shape)
print("Shape of y_test:", y_test.shape)
Shape of X_train: (39996, 224, 224, 3) Shape of y_train: (39996, 2) Shape of X_test: (10000, 224, 224, 3) Shape of y_test: (10000, 2)
model_names = ["VGG16", "VGG19", "ResNet50", "InceptionV3", "DenseNet121", "MobileNetV2"]
class_labels = ['Cat', 'Dog']
def train_and_evaluate_models(X_train, y_train, X_test, y_test, compiled_models, model_names, epochs=100):
results = []
for model, model_name in zip(compiled_models, model_names):
# Initialize variables for tracking maximum accuracy
max_accuracy = 0
max_accuracy_epoch = 0
# Define a checkpoint to save the model when target accuracy is reached
checkpoint = ModelCheckpoint(f'{model_name}_model_FR.h5', monitor='val_accuracy',
save_best_only=True, save_weights_only=False, mode='max', verbose=1)
# Define early stopping to stop training if accuracy doesn't improve for 10 epochs
early_stopping = EarlyStopping(monitor='val_accuracy', patience=2, verbose=1)
# Train the current model
history = model.fit(X_train, y_train, epochs=epochs, validation_data=(X_test, y_test), batch_size=32, callbacks=[checkpoint, early_stopping])
current_epoch_predictions = []
current_epoch_labels = []
for epoch, val_accuracy in enumerate(history.history['val_accuracy'], 1):
# Check if the current epoch achieves higher accuracy than the previous maximum
if val_accuracy > max_accuracy:
max_accuracy = val_accuracy
max_accuracy_epoch = epoch
current_epoch_predictions = model.predict(X_test)
current_epoch_labels = y_test.argmax(axis=1)
# Get the maximum accuracy and the corresponding epoch
max_accuracy_epoch = np.argmax(history.history['val_accuracy'])
max_accuracy = history.history['val_accuracy'][max_accuracy_epoch]
# Evaluate the model on the test data
test_loss, test_accuracy = model.evaluate(X_test, y_test)
print(f'Test Accuracy for {model_name}: {test_accuracy}')
# Store results
results.append({'Model': model_name, 'Accuracy': max_accuracy})
print("-" * 40) # Print a line of dashes
print(f"Maximum accuracy of {max_accuracy:.2f} achieved at epoch {max_accuracy_epoch+1}")
print("Model with high accuracy is saved using the keras ModelCheckpoint")
print("-" * 40) # Print a line of dashes
print("\n")
# Assuming model.predict returns probabilities for each class
y_pred_probs = model.predict(X_test)
# Convert probabilities to class labels
y_pred = np.argmax(y_pred_probs, axis=1)
# Convert true labels to class labels if y_test is one-hot encoded
y_true = np.argmax(y_test, axis=1)
# Generate confusion matrix
conf_matrix = confusion_matrix(y_true, y_pred)
# Plot confusion matrix
plt.figure(figsize=(8, 6))
sns.heatmap(conf_matrix, annot=True, fmt='g', cmap='Blues', xticklabels=class_labels, yticklabels=class_labels)
plt.xlabel('Predicted')
plt.ylabel('Actual')
plt.title(model_name)
plt.show()
return results
#Train and Evaluate the model
results = train_and_evaluate_models(X_train, y_train, X_test, y_test, compiled_models, model_names, epochs=100)
Epoch 1/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0088 - accuracy: 0.9969 Epoch 1: val_accuracy improved from -inf to 0.98780, saving model to VGG16_model_FR.h5
/usr/local/lib/python3.8/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
1250/1250 [==============================] - 1055s 844ms/step - loss: 0.0088 - accuracy: 0.9969 - val_loss: 0.0674 - val_accuracy: 0.9878 Epoch 2/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0039 - accuracy: 0.9990 Epoch 2: val_accuracy did not improve from 0.98780 1250/1250 [==============================] - 1304s 1s/step - loss: 0.0039 - accuracy: 0.9990 - val_loss: 0.1038 - val_accuracy: 0.9826 Epoch 3/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0110 - accuracy: 0.9963 Epoch 3: val_accuracy did not improve from 0.98780 1250/1250 [==============================] - 1305s 1s/step - loss: 0.0110 - accuracy: 0.9963 - val_loss: 0.0954 - val_accuracy: 0.9809 Epoch 3: early stopping 313/313 [==============================] - 221s 701ms/step 313/313 [==============================] - 235s 747ms/step - loss: 0.0954 - accuracy: 0.9809 Test Accuracy for VGG16: 0.98089998960495 ---------------------------------------- Maximum accuracy of 0.99 achieved at epoch 1 Model with high accuracy is saved using the keras ModelCheckpoint ---------------------------------------- 313/313 [==============================] - 225s 717ms/step
Epoch 1/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0168 - accuracy: 0.9940 Epoch 1: val_accuracy improved from -inf to 0.98210, saving model to VGG19_model_FR.h5
/usr/local/lib/python3.8/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
1250/1250 [==============================] - 1608s 1s/step - loss: 0.0168 - accuracy: 0.9940 - val_loss: 0.0775 - val_accuracy: 0.9821 Epoch 2/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0101 - accuracy: 0.9970 Epoch 2: val_accuracy did not improve from 0.98210 1250/1250 [==============================] - 1631s 1s/step - loss: 0.0101 - accuracy: 0.9970 - val_loss: 0.0990 - val_accuracy: 0.9780 Epoch 3/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0152 - accuracy: 0.9955 Epoch 3: val_accuracy did not improve from 0.98210 1250/1250 [==============================] - 1616s 1s/step - loss: 0.0152 - accuracy: 0.9955 - val_loss: 0.0980 - val_accuracy: 0.9760 Epoch 3: early stopping 313/313 [==============================] - 318s 1s/step 313/313 [==============================] - 298s 951ms/step - loss: 0.0980 - accuracy: 0.9760 Test Accuracy for VGG19: 0.9760000109672546 ---------------------------------------- Maximum accuracy of 0.98 achieved at epoch 1 Model with high accuracy is saved using the keras ModelCheckpoint ---------------------------------------- 313/313 [==============================] - 288s 918ms/step
Epoch 1/100 582/1250 [============>.................] - ETA: 13:31 - loss: 0.5104 - accuracy: 0.7451
IOPub message rate exceeded. The notebook server will temporarily stop sending output to the client in order to avoid crashing it. To change this limit, set the config variable `--NotebookApp.iopub_msg_rate_limit`. Current values: NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec) NotebookApp.rate_limit_window=3.0 (secs)
1250/1250 [==============================] - ETA: 0s - loss: 0.5116 - accuracy: 0.7464 Epoch 1: val_accuracy improved from -inf to 0.74360, saving model to ResNet50_model_FR.h5
/usr/local/lib/python3.8/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
1250/1250 [==============================] - 1792s 1s/step - loss: 0.5116 - accuracy: 0.7464 - val_loss: 0.5299 - val_accuracy: 0.7436 Epoch 2/100 1250/1250 [==============================] - ETA: 0s - loss: 0.4980 - accuracy: 0.7549 Epoch 2: val_accuracy did not improve from 0.74360 1250/1250 [==============================] - 1624s 1s/step - loss: 0.4980 - accuracy: 0.7549 - val_loss: 0.5006 - val_accuracy: 0.7435 Epoch 3/100 1250/1250 [==============================] - ETA: 0s - loss: 0.4863 - accuracy: 0.7623 Epoch 3: val_accuracy improved from 0.74360 to 0.76040, saving model to ResNet50_model_FR.h5 1250/1250 [==============================] - 1564s 1s/step - loss: 0.4863 - accuracy: 0.7623 - val_loss: 0.4802 - val_accuracy: 0.7604 Epoch 4/100 1250/1250 [==============================] - ETA: 0s - loss: 0.4832 - accuracy: 0.7642 Epoch 4: val_accuracy did not improve from 0.76040 1250/1250 [==============================] - 1507s 1s/step - loss: 0.4832 - accuracy: 0.7642 - val_loss: 0.5896 - val_accuracy: 0.6903 Epoch 5/100 1250/1250 [==============================] - ETA: 0s - loss: 0.4716 - accuracy: 0.7728 Epoch 5: val_accuracy improved from 0.76040 to 0.77830, saving model to ResNet50_model_FR.h5 1250/1250 [==============================] - 1276s 1s/step - loss: 0.4716 - accuracy: 0.7728 - val_loss: 0.4612 - val_accuracy: 0.7783 Epoch 6/100 711/1250 [================>.............] - ETA: 7:44 - loss: 0.4615 - accuracy: 0.7783
IOPub message rate exceeded. The notebook server will temporarily stop sending output to the client in order to avoid crashing it. To change this limit, set the config variable `--NotebookApp.iopub_msg_rate_limit`. Current values: NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec) NotebookApp.rate_limit_window=3.0 (secs)
1250/1250 [==============================] - ETA: 0s - loss: 0.4629 - accuracy: 0.7781 Epoch 6: val_accuracy did not improve from 0.77830 1250/1250 [==============================] - 1271s 1s/step - loss: 0.4629 - accuracy: 0.7781 - val_loss: 0.5086 - val_accuracy: 0.7535 Epoch 7/100 1250/1250 [==============================] - ETA: 0s - loss: 0.4665 - accuracy: 0.7739 Epoch 7: val_accuracy did not improve from 0.77830 1250/1250 [==============================] - 1390s 1s/step - loss: 0.4665 - accuracy: 0.7739 - val_loss: 0.5078 - val_accuracy: 0.7506 Epoch 7: early stopping 313/313 [==============================] - 202s 644ms/step 313/313 [==============================] - 198s 633ms/step 313/313 [==============================] - 206s 657ms/step 313/313 [==============================] - 201s 640ms/step - loss: 0.5078 - accuracy: 0.7506 Test Accuracy for ResNet50: 0.7505999803543091 ---------------------------------------- Maximum accuracy of 0.78 achieved at epoch 5 Model with high accuracy is saved using the keras ModelCheckpoint ---------------------------------------- 313/313 [==============================] - 203s 647ms/step
Epoch 1/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0130 - accuracy: 0.9972 Epoch 1: val_accuracy improved from -inf to 0.99670, saving model to InceptionV3_model_FR.h5
/usr/local/lib/python3.8/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
1250/1250 [==============================] - 578s 463ms/step - loss: 0.0130 - accuracy: 0.9972 - val_loss: 0.0227 - val_accuracy: 0.9967 Epoch 2/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0164 - accuracy: 0.9967 Epoch 2: val_accuracy did not improve from 0.99670 1250/1250 [==============================] - 751s 601ms/step - loss: 0.0164 - accuracy: 0.9967 - val_loss: 0.0430 - val_accuracy: 0.9955 Epoch 3/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0080 - accuracy: 0.9984 Epoch 3: val_accuracy did not improve from 0.99670 1250/1250 [==============================] - 817s 654ms/step - loss: 0.0080 - accuracy: 0.9984 - val_loss: 0.0384 - val_accuracy: 0.9948 Epoch 3: early stopping 313/313 [==============================] - 109s 347ms/step 313/313 [==============================] - 99s 315ms/step - loss: 0.0384 - accuracy: 0.9948 Test Accuracy for InceptionV3: 0.9947999715805054 ---------------------------------------- Maximum accuracy of 1.00 achieved at epoch 1 Model with high accuracy is saved using the keras ModelCheckpoint ---------------------------------------- 313/313 [==============================] - 108s 344ms/step
Epoch 1/100 1250/1250 [==============================] - ETA: 0s - loss: 0.0083 - accuracy: 0.9981 Epoch 1: val_accuracy improved from -inf to 0.99060, saving model to DenseNet121_model_FR.h5
/usr/local/lib/python3.8/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
1250/1250 [==============================] - 1674s 1s/step - loss: 0.0083 - accuracy: 0.9981 - val_loss: 0.0596 - val_accuracy: 0.9906 Epoch 2/100 124/1250 [=>............................] - ETA: 20:51 - loss: 0.0197 - accuracy: 0.9962
results_df = pd.DataFrame(results)
# Print results in tabular form
print(results_df)
Model Accuracy 0 VGG16 0.9878 1 VGG19 0.9821 2 ResNet50 0.7783 3 InceptionV3 0.9967 4 DenseNet121 0.9948 5 MobileNetV2 0.9958
from tabulate import tabulate
# Define the headers for the table
headers = ["Model", "Test Accuracy"]
# Print the table
print('Transfer Learning - Balanced Data :- 2 Classes')
print(tabulate(results_df, headers, tablefmt="grid"))
Transfer Learning - Balanced Data :- 2 Classes +----+-------------+-----------------+ | | Model | Test Accuracy | +====+=============+=================+ | 0 | VGG16 | 0.9878 | +----+-------------+-----------------+ | 1 | VGG19 | 0.9821 | +----+-------------+-----------------+ | 2 | ResNet50 | 0.7783 | +----+-------------+-----------------+ | 3 | InceptionV3 | 0.9967 | +----+-------------+-----------------+ | 4 | DenseNet121 | 0.9948 | +----+-------------+-----------------+ | 5 | MobileNetV2 | 0.9958 | +----+-------------+-----------------+